Generating SQL for SQLite using Ollama, ChromaDB¶
This notebook runs through the process of using the vanna Python package to generate SQL using AI (RAG + LLMs) including connecting to a database and training. If you're not ready to train on your own database, you can still try it using a sample SQLite database.
Which LLM do you want to use?
-
OpenAI via Vanna.AI (Recommended)Use Vanna.AI for free to generate your queries
-
OpenAIUse OpenAI with your own API key
-
Azure OpenAIIf you have OpenAI models deployed on Azure
-
[Selected] OllamaUse Ollama locally for free. Requires additional setup.
-
Mistral via Mistral APIIf you have a Mistral API key
-
Other LLMIf you have a different LLM model
Where do you want to store the 'training' data?
-
Vanna Hosted Vector DB (Recommended)Use Vanna.AIs hosted vector database (pgvector) for free. This is usable across machines with no additional setup.
-
[Selected] ChromaDBUse ChromaDBs open-source vector database for free locally. No additional setup is necessary -- all database files will be created and stored locally.
-
MarqoUse Marqo locally for free. Requires additional setup. Or use their hosted option.
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Other VectorDBUse any other vector database. Requires additional setup.
Setup¶
In [1]:
import warnings
import re
warnings.filterwarnings('ignore', category=DeprecationWarning, message='^Number of requested results')
# warnings.filterwarnings('ignore', category=DeprecationWarning, message=re.escape(r'^Some regex pattern'))
import os
import re
from time import time
from datetime import datetime
from vanna.ollama import Ollama
from vanna.chromadb.chromadb_vector import ChromaDB_VectorStore
In [2]:
model_name = "qwen2.5:14b" # "qwen2.5" # 'deepseek-coder-v2'
CONFIG = {
'model': model_name,
}
file_db = "~/Downloads/chinook.sqlite"
clean_and_train = True # False
sql_id = 1
NUM_RETRY = 3
allow_llm_to_see_data = True
# allow_llm_to_see_data (bool): Whether to allow the LLM to see the data (for the purposes of introspecting the data to generate the final SQL).
In [3]:
class MyVanna(ChromaDB_VectorStore, Ollama):
def __init__(self, config=None):
ChromaDB_VectorStore.__init__(self, config=config)
Ollama.__init__(self, config=config)
def remove_collections(collection_name=None, ACCEPTED_TYPES = ["sql", "ddl", "documentation"]):
if not collection_name:
collections = ACCEPTED_TYPES
elif isinstance(collection_name, str):
collections = [collection_name]
elif isinstance(collection_name, list):
collections = collection_name
else:
print(f"\t{collection_name} is unknown: Skipped")
return
for c in collections:
if not c in ACCEPTED_TYPES:
print(f"\t{c} is unknown: Skipped")
continue
# print(f"vn.remove_collection('{c}')")
vn.remove_collection(c)
def strip_brackets(ddl):
"""
This function removes square brackets from table and column names in a DDL script.
Args:
ddl (str): The DDL script containing square brackets.
Returns:
str: The DDL script with square brackets removed.
"""
# Use regular expressions to match and replace square brackets
pattern = r"\[([^\]]+)]" # Match any character except ] within square brackets
return re.sub(pattern, r"\1", ddl)
def my_vn_ask(question, sql_id, allow_llm_to_see_data=False, num_retry=NUM_RETRY, separator=80*'='):
# allow retry by appending error msg to question
print(f"\n{separator}\n# QUESTION - {sql_id}: {question}\n{separator}\n")
sql, df, fig, err_msg = vn.ask(question=question, allow_llm_to_see_data=allow_llm_to_see_data)
if not err_msg or ("[ERROR-SQL]" not in err_msg) and ("[ERROR-DB]" not in err_msg):
return sql, df, fig, err_msg
if err_msg and "an unknown error was encountered while running the model" in err_msg:
# re-run
sql, df, fig, err_msg = vn.ask(question=question, allow_llm_to_see_data=allow_llm_to_see_data)
if not err_msg or ("[ERROR-SQL]" not in err_msg) and ("[ERROR-DB]" not in err_msg):
return sql, df, fig, err_msg
# re-try
for i_retry in range(num_retry-1):
msg = f"*** RETRY {i_retry+1} ***"
print(msg)
question = f"""
For the question {question},
the generated SQL statement {sql} results in the following exception {err_msg} .
Please fix the error and re-generate the SQL
"""
sql, df, fig, err_msg = vn.ask(question=question, allow_llm_to_see_data=allow_llm_to_see_data)
if not err_msg or ("[ERROR-SQL]" not in err_msg) and ("[ERROR-DB]" not in err_msg):
break
return sql, df, fig, err_msg
In [4]:
vn = MyVanna(config=CONFIG)
In [5]:
hostname = os.uname().nodename
print("Hostname:", hostname)
Hostname: ducklover1
In [6]:
file_db = os.path.abspath(os.path.expanduser(file_db))
vn.connect_to_sqlite(file_db)
In [7]:
vn.run_sql_is_set
Out[7]:
True
In [8]:
if clean_and_train:
remove_collections()
Training¶
SQLite sample database¶
You only need to train once. Do not train again unless you want to add more training data.
In [9]:
df_ddl = vn.run_sql("SELECT type, sql FROM sqlite_master WHERE sql is not null")
In [10]:
df_ddl
Out[10]:
| type | sql | |
|---|---|---|
| 0 | table | CREATE TABLE "albums"\r\n(\r\n [AlbumId] IN... |
| 1 | table | CREATE TABLE sqlite_sequence(name,seq) |
| 2 | table | CREATE TABLE "artists"\r\n(\r\n [ArtistId] ... |
| 3 | table | CREATE TABLE "customers"\r\n(\r\n [Customer... |
| 4 | table | CREATE TABLE "employees"\r\n(\r\n [Employee... |
| 5 | table | CREATE TABLE "genres"\r\n(\r\n [GenreId] IN... |
| 6 | table | CREATE TABLE "invoices"\r\n(\r\n [InvoiceId... |
| 7 | table | CREATE TABLE "invoice_items"\r\n(\r\n [Invo... |
| 8 | table | CREATE TABLE "media_types"\r\n(\r\n [MediaT... |
| 9 | table | CREATE TABLE "playlists"\r\n(\r\n [Playlist... |
| 10 | table | CREATE TABLE "playlist_track"\r\n(\r\n [Pla... |
| 11 | table | CREATE TABLE "tracks"\r\n(\r\n [TrackId] IN... |
| 12 | index | CREATE INDEX [IFK_AlbumArtistId] ON "albums" (... |
| 13 | index | CREATE INDEX [IFK_CustomerSupportRepId] ON "cu... |
| 14 | index | CREATE INDEX [IFK_EmployeeReportsTo] ON "emplo... |
| 15 | index | CREATE INDEX [IFK_InvoiceCustomerId] ON "invoi... |
| 16 | index | CREATE INDEX [IFK_InvoiceLineInvoiceId] ON "in... |
| 17 | index | CREATE INDEX [IFK_InvoiceLineTrackId] ON "invo... |
| 18 | index | CREATE INDEX [IFK_PlaylistTrackTrackId] ON "pl... |
| 19 | index | CREATE INDEX [IFK_TrackAlbumId] ON "tracks" ([... |
| 20 | index | CREATE INDEX [IFK_TrackGenreId] ON "tracks" ([... |
| 21 | index | CREATE INDEX [IFK_TrackMediaTypeId] ON "tracks... |
| 22 | table | CREATE TABLE sqlite_stat1(tbl,idx,stat) |
In [11]:
if clean_and_train:
for ddl in df_ddl['sql'].to_list():
ddl = strip_brackets(ddl)
vn.train(ddl=ddl)
# Sometimes you may want to add documentation about your business terminology or definitions.
vn.train(documentation="In the chinook database invoice means order")
doc_str = """
In the 'customers' table, address column names do not have 'Billing' prefix,
e.g. country column name is 'country', not 'BillingCountry'
"""
vn.train(documentation=doc_str)
Adding ddl: CREATE TABLE "albums"
(
AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,
Title NVARCHAR(160) NOT NULL,
ArtistId INTEGER NOT NULL,
FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId)
ON DELETE NO ACTION ON UPDATE NO ACTION
)
Adding ddl: CREATE TABLE sqlite_sequence(name,seq)
Adding ddl: CREATE TABLE "artists"
(
ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,
Name NVARCHAR(120)
)
Adding ddl: CREATE TABLE "customers"
(
CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,
FirstName NVARCHAR(40) NOT NULL,
LastName NVARCHAR(20) NOT NULL,
Company NVARCHAR(80),
Address NVARCHAR(70),
City NVARCHAR(40),
State NVARCHAR(40),
Country NVARCHAR(40),
PostalCode NVARCHAR(10),
Phone NVARCHAR(24),
Fax NVARCHAR(24),
Email NVARCHAR(60) NOT NULL,
SupportRepId INTEGER,
FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId)
ON DELETE NO ACTION ON UPDATE NO ACTION
)
Adding ddl: CREATE TABLE "employees"
(
EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,
LastName NVARCHAR(20) NOT NULL,
FirstName NVARCHAR(20) NOT NULL,
Title NVARCHAR(30),
ReportsTo INTEGER,
BirthDate DATETIME,
HireDate DATETIME,
Address NVARCHAR(70),
City NVARCHAR(40),
State NVARCHAR(40),
Country NVARCHAR(40),
PostalCode NVARCHAR(10),
Phone NVARCHAR(24),
Fax NVARCHAR(24),
Email NVARCHAR(60),
FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId)
ON DELETE NO ACTION ON UPDATE NO ACTION
)
Adding ddl: CREATE TABLE "genres"
(
GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,
Name NVARCHAR(120)
)
Adding ddl: CREATE TABLE "invoices"
(
InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,
CustomerId INTEGER NOT NULL,
InvoiceDate DATETIME NOT NULL,
BillingAddress NVARCHAR(70),
BillingCity NVARCHAR(40),
BillingState NVARCHAR(40),
BillingCountry NVARCHAR(40),
BillingPostalCode NVARCHAR(10),
Total NUMERIC(10,2) NOT NULL,
FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId)
ON DELETE NO ACTION ON UPDATE NO ACTION
)
Adding ddl: CREATE TABLE "invoice_items"
(
InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,
InvoiceId INTEGER NOT NULL,
TrackId INTEGER NOT NULL,
UnitPrice NUMERIC(10,2) NOT NULL,
Quantity INTEGER NOT NULL,
FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId)
ON DELETE NO ACTION ON UPDATE NO ACTION,
FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId)
ON DELETE NO ACTION ON UPDATE NO ACTION
)
Adding ddl: CREATE TABLE "media_types"
(
MediaTypeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,
Name NVARCHAR(120)
)
Adding ddl: CREATE TABLE "playlists"
(
PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,
Name NVARCHAR(120)
)
Adding ddl: CREATE TABLE "playlist_track"
(
PlaylistId INTEGER NOT NULL,
TrackId INTEGER NOT NULL,
CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),
FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId)
ON DELETE NO ACTION ON UPDATE NO ACTION,
FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId)
ON DELETE NO ACTION ON UPDATE NO ACTION
)
Adding ddl: CREATE TABLE "tracks"
(
TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,
Name NVARCHAR(200) NOT NULL,
AlbumId INTEGER,
MediaTypeId INTEGER NOT NULL,
GenreId INTEGER,
Composer NVARCHAR(220),
Milliseconds INTEGER NOT NULL,
Bytes INTEGER,
UnitPrice NUMERIC(10,2) NOT NULL,
FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId)
ON DELETE NO ACTION ON UPDATE NO ACTION,
FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId)
ON DELETE NO ACTION ON UPDATE NO ACTION,
FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId)
ON DELETE NO ACTION ON UPDATE NO ACTION
)
Adding ddl: CREATE INDEX IFK_AlbumArtistId ON "albums" (ArtistId)
Adding ddl: CREATE INDEX IFK_CustomerSupportRepId ON "customers" (SupportRepId)
Adding ddl: CREATE INDEX IFK_EmployeeReportsTo ON "employees" (ReportsTo)
Adding ddl: CREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)
Adding ddl: CREATE INDEX IFK_InvoiceLineInvoiceId ON "invoice_items" (InvoiceId)
Adding ddl: CREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)
Adding ddl: CREATE INDEX IFK_PlaylistTrackTrackId ON "playlist_track" (TrackId)
Adding ddl: CREATE INDEX IFK_TrackAlbumId ON "tracks" (AlbumId)
Adding ddl: CREATE INDEX IFK_TrackGenreId ON "tracks" (GenreId)
Adding ddl: CREATE INDEX IFK_TrackMediaTypeId ON "tracks" (MediaTypeId)
Adding ddl: CREATE TABLE sqlite_stat1(tbl,idx,stat)
Adding documentation....
Adding documentation....
In [12]:
# show training data
training_data = vn.get_training_data()
training_data
Out[12]:
| id | question | content | training_data_type | |
|---|---|---|---|---|
| 0 | 039f9d54-59f7-5f29-8c04-14dbc3e95671-ddl | None | CREATE TABLE "artists"\r\n(\r\n ArtistId IN... | ddl |
| 1 | 0db84e3d-ef41-563c-803e-21c1b985dc19-ddl | None | CREATE TABLE "invoices"\r\n(\r\n InvoiceId ... | ddl |
| 2 | 10cba811-ddba-5042-9e90-d764dfcd1629-ddl | None | CREATE INDEX IFK_InvoiceCustomerId ON "invoice... | ddl |
| 3 | 2c711317-b93d-5f60-a728-cb1c6fcbc040-ddl | None | CREATE INDEX IFK_CustomerSupportRepId ON "cust... | ddl |
| 4 | 37319c81-65f7-50ee-956b-795de244bee5-ddl | None | CREATE TABLE sqlite_stat1(tbl,idx,stat) | ddl |
| 5 | 40bd77cd-e1de-5872-8693-624117ff413c-ddl | None | CREATE INDEX IFK_InvoiceLineInvoiceId ON "invo... | ddl |
| 6 | 41130543-7164-562a-90a7-0fd0a409c154-ddl | None | CREATE TABLE "albums"\r\n(\r\n AlbumId INTE... | ddl |
| 7 | 458debc8-8082-5450-a17a-66028bd55ace-ddl | None | CREATE TABLE "playlists"\r\n(\r\n PlaylistI... | ddl |
| 8 | 4815f3fd-925b-53ce-9dfa-0e4285d5abd3-ddl | None | CREATE TABLE "invoice_items"\r\n(\r\n Invoi... | ddl |
| 9 | 48d484e9-984c-58ff-b391-75521c69d486-ddl | None | CREATE INDEX IFK_PlaylistTrackTrackId ON "play... | ddl |
| 10 | 551e1120-a6ee-554f-8b8a-ccf4f22d3636-ddl | None | CREATE INDEX IFK_AlbumArtistId ON "albums" (Ar... | ddl |
| 11 | 5ff4911e-45c1-5a59-9566-243a9b6a3320-ddl | None | CREATE TABLE "employees"\r\n(\r\n EmployeeI... | ddl |
| 12 | 65df0648-bf05-5f75-9365-c21f54b2302d-ddl | None | CREATE TABLE "media_types"\r\n(\r\n MediaTy... | ddl |
| 13 | 6b585176-e66d-5b23-8d86-ca8a80e3af3d-ddl | None | CREATE INDEX IFK_EmployeeReportsTo ON "employe... | ddl |
| 14 | 868758b8-e018-55e7-8cc3-75c0e6d211c8-ddl | None | CREATE INDEX IFK_TrackAlbumId ON "tracks" (Alb... | ddl |
| 15 | 9ea4613d-c1be-5a77-ada9-c54ee3f0cab7-ddl | None | CREATE INDEX IFK_TrackMediaTypeId ON "tracks" ... | ddl |
| 16 | a9c9a852-608d-5ef2-aede-26ba098d83d1-ddl | None | CREATE INDEX IFK_TrackGenreId ON "tracks" (Gen... | ddl |
| 17 | b42cc9e1-9219-5a42-9a06-de906f76239e-ddl | None | CREATE TABLE "tracks"\r\n(\r\n TrackId INTE... | ddl |
| 18 | c387b9d2-5ff4-5a07-8364-f5dab45bb2a9-ddl | None | CREATE TABLE "genres"\r\n(\r\n GenreId INTE... | ddl |
| 19 | d654f328-dc36-549e-84c3-06ee0db7e0f7-ddl | None | CREATE TABLE "playlist_track"\r\n(\r\n Play... | ddl |
| 20 | d93f0d68-023d-5afb-8121-ba346699d318-ddl | None | CREATE TABLE "customers"\r\n(\r\n CustomerI... | ddl |
| 21 | e5879308-329e-543f-a693-0c14e2f9972e-ddl | None | CREATE INDEX IFK_InvoiceLineTrackId ON "invoic... | ddl |
| 22 | ea84418b-1a28-59b4-a1f4-2fb674208adc-ddl | None | CREATE TABLE sqlite_sequence(name,seq) | ddl |
| 0 | 2b4dda0a-a6ac-5e34-8f76-e41c0734d55e-doc | None | In the chinook database invoice means order | documentation |
| 1 | ece10d36-9223-5045-9ac8-4b5bc090acb5-doc | None | \n In the 'customers' table, address column... | documentation |
Asking the AI¶
Whenever you ask a new question, it will find the 10 most relevant pieces of training data and use it as part of the LLM prompt to generate the SQL.
In [13]:
ts_start = time()
SELECT name FROM sqlite_master WHERE type = 'table';
SELECT c.CustomerId, SUM(il.Quantity) AS TotalAlbums
FROM Customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
JOIN invoice_items il ON i.InvoiceId = il.InvoiceId
GROUP BY c.CustomerId
ORDER BY TotalAlbums DESC
LIMIT 5
In [14]:
questions = [
"Can you list all tables in the SQLite database catalog?",
"which table stores customer's orders",
"How many customers are there",
"what are the top 5 countries that customers come from?",
"List all albums and their corresponding artist names ",
"""Find all tracks with a name containing "What" (case-insensitive) """,
"Get the total number of invoices for each customer",
"Find the total number of invoices per country",
"List all invoices with a total exceeding $10",
"Find all invoices since 2010 and the total amount invoiced:",
"List all employees and their reporting manager's name (if any):",
" Get the average invoice total for each customer:",
"Find the top 5 most expensive tracks (based on unit price):",
"List all genres and the number of tracks in each genre:",
"Get all genres that do not have any tracks associated with them:",
"List all customers who have not placed any orders:",
"""
Can you find the top 10 most popular artists based on the number of tracks?
Hint: There are 3 tables - artists, albums and tracks,
where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,
""",
"List all customers from Canada and their email addresses:",
"Find the customer with the most invoices ",
"Find the customer who bought the most albums in total quantity (across all invoices):",
"""
Find the top 5 customers who bought the most albums in total quantity (across all invoices):
Hint: album quantity is found in invoice_items,
""",
"""
Find the top 5 customers who spent the most money overall,
Hint: order total can be found on invoices table, calculation using invoice_items detail table is unnecessary
""",
"Get all playlists containing at least 10 tracks and the total duration of those tracks:",
"Identify artists who have albums with tracks appearing in multiple genres:",
]
Loop over questions¶
In [15]:
for n, question in enumerate(questions):
# if n != 4: continue
# if n > 5: continue
my_vn_ask(question=question, sql_id=n+2, allow_llm_to_see_data=allow_llm_to_see_data)
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 2: Can you list all tables in the SQLite database catalog?
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE sqlite_stat1(tbl,idx,stat)\n\nCREATE TABLE sqlite_sequence(name,seq)\n\nCREATE TABLE "playlists"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "genres"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "media_types"\r\n(\r\n MediaTypeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "artists"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE sqlite_stat1(tbl,idx,stat)\n\nCREATE TABLE sqlite_sequence(name,seq)\n\nCREATE TABLE \"playlists\"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"genres\"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"media_types\"\r\n(\r\n MediaTypeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"artists\"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:26:25.633170889Z', 'message': {'role': 'assistant', 'content': "The provided context does not include a way to list all tables in an SQLite database catalog through a SQL query on the given table structure. However, typically in SQLite, one could use the following query to achieve this:\n\n```sql\nSELECT name FROM sqlite_master WHERE type = 'table';\n``` \n\nSince the above is standard SQLite practice and not specific to the schema provided, here's how you would list all tables relevant to the schema shown if you wanted only those:\n\n```sql\nSELECT name FROM sqlite_master WHERE type = 'table' AND name IN ('playlists', 'genres', 'tracks', 'media_types', 'artists', 'invoice_items', 'playlist_track', 'albums');\n```\n\nBut generally, for listing all tables in an SQLite database given the context you've provided about specific tables and their structure, we rely on standard SQLite practices rather than custom SQL based on your schema. \n\nIf you want to list ALL available tables as per typical SQLite practice, stick with the first query I mentioned."}, 'done_reason': 'stop', 'done': True, 'total_duration': 154789623743, 'load_duration': 8828851120, 'prompt_eval_count': 803, 'prompt_eval_duration': 76602234000, 'eval_count': 203, 'eval_duration': 69245091000}
[( LLM Response )]
The provided context does not include a way to list all tables in an SQLite database catalog through a SQL query on the given table structure. However, typically in SQLite, one could use the following query to achieve this:
```sql
SELECT name FROM sqlite_master WHERE type = 'table';
```
Since the above is standard SQLite practice and not specific to the schema provided, here's how you would list all tables relevant to the schema shown if you wanted only those:
```sql
SELECT name FROM sqlite_master WHERE type = 'table' AND name IN ('playlists', 'genres', 'tracks', 'media_types', 'artists', 'invoice_items', 'playlist_track', 'albums');
```
But generally, for listing all tables in an SQLite database given the context you've provided about specific tables and their structure, we rely on standard SQLite practices rather than custom SQL based on your schema.
If you want to list ALL available tables as per typical SQLite practice, stick with the first query I mentioned.
[( Output from LLM )]
The provided context does not include a way to list all tables in an SQLite database catalog through a SQL query on the given table structure. However, typically in SQLite, one could use the following query to achieve this:
```sql
SELECT name FROM sqlite_master WHERE type = 'table';
```
Since the above is standard SQLite practice and not specific to the schema provided, here's how you would list all tables relevant to the schema shown if you wanted only those:
```sql
SELECT name FROM sqlite_master WHERE type = 'table' AND name IN ('playlists', 'genres', 'tracks', 'media_types', 'artists', 'invoice_items', 'playlist_track', 'albums');
```
But generally, for listing all tables in an SQLite database given the context you've provided about specific tables and their structure, we rely on standard SQLite practices rather than custom SQL based on your schema.
If you want to list ALL available tables as per typical SQLite practice, stick with the first query I mentioned.
[( Extracted SQL )]
SELECT name FROM sqlite_master WHERE type = 'table'
[( SQL )]
generated SQL statement
SELECT name FROM sqlite_master WHERE type = 'table'
[( DATA )] queried data frame
| name | |
|---|---|
| 0 | albums |
| 1 | sqlite_sequence |
| 2 | artists |
| 3 | customers |
| 4 | employees |
| 5 | genres |
| 6 | invoices |
| 7 | invoice_items |
| 8 | media_types |
| 9 | playlists |
| 10 | playlist_track |
| 11 | tracks |
| 12 | sqlite_stat1 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'Can you list all tables in the SQLite database catalog?'\n\nThe DataFrame was produced using this query: SELECT name FROM sqlite_master WHERE type = 'table'\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n name object\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:26:52.307248031Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objs as go\nimport plotly.io as pio\n\nfig = go.Figure(go.Indicator(mode="indicator", value=len(df), title={"text": "Number of Tables"}}))\nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 26618995051, 'load_duration': 12051190, 'prompt_eval_count': 150, 'prompt_eval_duration': 12348252000, 'eval_count': 46, 'eval_duration': 14170242000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objs as go
import plotly.io as pio
fig = go.Figure(go.Indicator(mode="indicator", value=len(df), title={"text": "Number of Tables"}}))
Number of requested results 10 is greater than number of elements in index 1, updating n_results = 1 Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 3: which table stores customer's orders
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE sqlite_sequence(name,seq)\n\nCREATE TABLE "playlists"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE sqlite_stat1(tbl,idx,stat)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "media_types"\r\n(\r\n MediaTypeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': "which table stores customer's orders"}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE sqlite_sequence(name,seq)\n\nCREATE TABLE \"playlists\"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE sqlite_stat1(tbl,idx,stat)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"media_types\"\r\n(\r\n MediaTypeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "which table stores customer's orders"}]
Number of requested results 10 is greater than number of elements in index 1, updating n_results = 1 Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:28:43.750993627Z', 'message': {'role': 'assistant', 'content': 'invoices'}, 'done_reason': 'stop', 'done': True, 'total_duration': 110964951563, 'load_duration': 10426672, 'prompt_eval_count': 1041, 'prompt_eval_duration': 110403260000, 'eval_count': 2, 'eval_duration': 337457000}
[( LLM Response )]
invoices
*** RETRY 1 ***
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE sqlite_sequence(name,seq)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON "invoice_items" (InvoiceId)\n\nCREATE TABLE "artists"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "playlists"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "genres"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE sqlite_sequence(name,seq)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON \"invoice_items\" (InvoiceId)\n\nCREATE TABLE \"artists\"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"playlists\"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"genres\"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:30:01.872177581Z', 'message': {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, 'done_reason': 'stop', 'done': True, 'total_duration': 78071228182, 'load_duration': 13194148, 'prompt_eval_count': 982, 'prompt_eval_duration': 76424364000, 'eval_count': 5, 'eval_duration': 1386316000}
[( LLM Response )]
SELECT * FROM invoices
[( SQL )]
generated SQL statement
SELECT * FROM invoices
[( DATA )] queried data frame
| InvoiceId | CustomerId | InvoiceDate | BillingAddress | BillingCity | BillingState | BillingCountry | BillingPostalCode | Total | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 2 | 2009-01-01 00:00:00 | Theodor-Heuss-Straße 34 | Stuttgart | None | Germany | 70174 | 1.98 |
| 1 | 2 | 4 | 2009-01-02 00:00:00 | Ullevålsveien 14 | Oslo | None | Norway | 0171 | 3.96 |
| 2 | 3 | 8 | 2009-01-03 00:00:00 | Grétrystraat 63 | Brussels | None | Belgium | 1000 | 5.94 |
| 3 | 4 | 14 | 2009-01-06 00:00:00 | 8210 111 ST NW | Edmonton | AB | Canada | T6G 2C7 | 8.91 |
| 4 | 5 | 23 | 2009-01-11 00:00:00 | 69 Salem Street | Boston | MA | USA | 2113 | 13.86 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 407 | 408 | 25 | 2013-12-05 00:00:00 | 319 N. Frances Street | Madison | WI | USA | 53703 | 3.96 |
| 408 | 409 | 29 | 2013-12-06 00:00:00 | 796 Dundas Street West | Toronto | ON | Canada | M6J 1V1 | 5.94 |
| 409 | 410 | 35 | 2013-12-09 00:00:00 | Rua dos Campeões Europeus de Viena, 4350 | Porto | None | Portugal | None | 8.91 |
| 410 | 411 | 44 | 2013-12-14 00:00:00 | Porthaninkatu 9 | Helsinki | None | Finland | 00530 | 13.86 |
| 411 | 412 | 58 | 2013-12-22 00:00:00 | 12,Community Centre | Delhi | None | India | 110017 | 1.99 |
412 rows × 9 columns
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: '\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n '\n\nThe DataFrame was produced using this query: SELECT * FROM invoices\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n InvoiceId int64\nCustomerId int64\nInvoiceDate object\nBillingAddress object\nBillingCity object\nBillingState object\nBillingCountry object\nBillingPostalCode object\nTotal float64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:30:46.317162451Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objs as go\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="number", value=df[\'Total\'].iloc[0]))\nelse:\n fig = go.Figure()\n fig.add_trace(go.Scatter(x=df[\'InvoiceDate\'], y=df[\'Total\'], mode=\'lines+markers\'))\n \nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 44418196349, 'load_duration': 10788904, 'prompt_eval_count': 237, 'prompt_eval_duration': 20365817000, 'eval_count': 76, 'eval_duration': 23953012000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objs as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="number", value=df['Total'].iloc[0]))
else:
fig = go.Figure()
fig.add_trace(go.Scatter(x=df['InvoiceDate'], y=df['Total'], mode='lines+markers'))
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2 Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 4: How many customers are there
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON "customers" (SupportRepId)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON "invoice_items" (InvoiceId)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "playlists"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'How many customers are there'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON \"customers\" (SupportRepId)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON \"invoice_items\" (InvoiceId)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON \"invoice_items\" (TrackId)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"playlists\"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "How many customers are there"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:32:38.85378886Z', 'message': {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, 'done_reason': 'stop', 'done': True, 'total_duration': 112422902035, 'load_duration': 12851872, 'prompt_eval_count': 1039, 'prompt_eval_duration': 110325709000, 'eval_count': 6, 'eval_duration': 1731025000}
[( LLM Response )]
SELECT COUNT(*) FROM customers
[( SQL )]
generated SQL statement
SELECT COUNT(*) FROM customers
[( DATA )] queried data frame
| COUNT(*) | |
|---|---|
| 0 | 59 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'How many customers are there'\n\nThe DataFrame was produced using this query: SELECT COUNT(*) FROM customers\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n COUNT(*) int64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:33:01.191124008Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objects as go\n\nfig = go.Figure(go.Indicator(mode="number", value=df[\'COUNT(*)\'].iloc[0]))\nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 22306016918, 'load_duration': 13581611, 'prompt_eval_count': 143, 'prompt_eval_duration': 11927786000, 'eval_count': 34, 'eval_duration': 10314918000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objects as go
fig = go.Figure(go.Indicator(mode="number", value=df['COUNT(*)'].iloc[0]))
Number of requested results 10 is greater than number of elements in index 3, updating n_results = 3 Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 5: what are the top 5 countries that customers come from?
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "media_types"\r\n(\r\n MediaTypeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON "customers" (SupportRepId)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE sqlite_sequence(name,seq)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'what are the top 5 countries that customers come from?'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"media_types\"\r\n(\r\n MediaTypeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON \"customers\" (SupportRepId)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE sqlite_sequence(name,seq)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "what are the top 5 countries that customers come from?"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:35:51.173677512Z', 'message': {'role': 'assistant', 'content': "SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5; \n\nNote: The original table columns do not have 'Billing' prefix for country. Adjusting to correct column name:\n\nSELECT Country, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5;"}, 'done_reason': 'stop', 'done': True, 'total_duration': 169901280985, 'load_duration': 12886444, 'prompt_eval_count': 1281, 'prompt_eval_duration': 141478563000, 'eval_count': 79, 'eval_duration': 27878705000}
[( LLM Response )]
SELECT BillingCountry, COUNT(*) as CustomerCount
FROM customers
GROUP BY BillingCountry
ORDER BY CustomerCount DESC
LIMIT 5;
Note: The original table columns do not have 'Billing' prefix for country. Adjusting to correct column name:
SELECT Country, COUNT(*) as CustomerCount
FROM customers
GROUP BY Country
ORDER BY CustomerCount DESC
LIMIT 5;
[( Output from LLM )]
SELECT BillingCountry, COUNT(*) as CustomerCount
FROM customers
GROUP BY BillingCountry
ORDER BY CustomerCount DESC
LIMIT 5;
Note: The original table columns do not have 'Billing' prefix for country. Adjusting to correct column name:
SELECT Country, COUNT(*) as CustomerCount
FROM customers
GROUP BY Country
ORDER BY CustomerCount DESC
LIMIT 5;
[( Extracted SQL )]
SELECT BillingCountry, COUNT(*) as CustomerCount
FROM customers
GROUP BY BillingCountry
ORDER BY CustomerCount DESC
LIMIT 5
[( SQL )]
generated SQL statement
SELECT BillingCountry, COUNT(*) as CustomerCount
FROM customers
GROUP BY BillingCountry
ORDER BY CustomerCount DESC
LIMIT 5
Number of requested results 10 is greater than number of elements in index 3, updating n_results = 3 Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
*** RETRY 1 ***
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE sqlite_sequence(name,seq)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "artists"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "genres"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE sqlite_stat1(tbl,idx,stat)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "playlists"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE sqlite_sequence(name,seq)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"artists\"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"genres\"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE sqlite_stat1(tbl,idx,stat)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"playlists\"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:37:40.941381976Z', 'message': {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, 'done_reason': 'stop', 'done': True, 'total_duration': 109711050342, 'load_duration': 12687483, 'prompt_eval_count': 1204, 'prompt_eval_duration': 100329213000, 'eval_count': 26, 'eval_duration': 8890650000}
[( LLM Response )]
SELECT Country, COUNT(*) AS CustomerCount
FROM customers
GROUP BY Country
ORDER BY CustomerCount DESC
LIMIT 5
[( SQL )]
generated SQL statement
SELECT Country, COUNT(*) AS CustomerCount
FROM customers
GROUP BY Country
ORDER BY CustomerCount DESC
LIMIT 5
[( DATA )] queried data frame
| Country | CustomerCount | |
|---|---|---|
| 0 | USA | 13 |
| 1 | Canada | 8 |
| 2 | France | 5 |
| 3 | Brazil | 5 |
| 4 | Germany | 4 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: '\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n '\n\nThe DataFrame was produced using this query: SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n Country object\nCustomerCount int64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:38:29.313209138Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objs as go\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="number", value=df[\'CustomerCount\'].iloc[0]))\nelse:\n fig = go.Figure([go.Bar(x=df[\'Country\'], y=df[\'CustomerCount\'])])\n \nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 48343544924, 'load_duration': 11960440, 'prompt_eval_count': 307, 'prompt_eval_duration': 27143639000, 'eval_count': 67, 'eval_duration': 21100023000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objs as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="number", value=df['CustomerCount'].iloc[0]))
else:
fig = go.Figure([go.Bar(x=df['Country'], y=df['CustomerCount'])])
Number of requested results 10 is greater than number of elements in index 4, updating n_results = 4 Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 6: List all albums and their corresponding artist names
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE INDEX IFK_AlbumArtistId ON "albums" (ArtistId)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackAlbumId ON "tracks" (AlbumId)\n\nCREATE TABLE "artists"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_TrackGenreId ON "tracks" (GenreId)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON "playlist_track" (TrackId)\n\nCREATE TABLE "playlists"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "genres"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_TrackMediaTypeId ON "tracks" (MediaTypeId)\n\n\n===Additional Context \n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE INDEX IFK_AlbumArtistId ON \"albums\" (ArtistId)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackAlbumId ON \"tracks\" (AlbumId)\n\nCREATE TABLE \"artists\"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_TrackGenreId ON \"tracks\" (GenreId)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON \"playlist_track\" (TrackId)\n\nCREATE TABLE \"playlists\"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"genres\"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_TrackMediaTypeId ON \"tracks\" (MediaTypeId)\n\n\n===Additional Context \n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "List all albums and their corresponding artist names "}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:40:19.308507312Z', 'message': {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId;'}, 'done_reason': 'stop', 'done': True, 'total_duration': 109906114810, 'load_duration': 12867555, 'prompt_eval_count': 937, 'prompt_eval_duration': 98572026000, 'eval_count': 32, 'eval_duration': 10619813000}
[( LLM Response )]
SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName
FROM albums a
JOIN artists ar ON a.ArtistId = ar.ArtistId;
[( Output from LLM )]
SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName
FROM albums a
JOIN artists ar ON a.ArtistId = ar.ArtistId;
[( Extracted SQL )]
SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName
FROM albums a
JOIN artists ar ON a.ArtistId = ar.ArtistId
[( SQL )]
generated SQL statement
SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName
FROM albums a
JOIN artists ar ON a.ArtistId = ar.ArtistId
[( DATA )] queried data frame
| AlbumTitle | ArtistName | |
|---|---|---|
| 0 | For Those About To Rock We Salute You | AC/DC |
| 1 | Balls to the Wall | Accept |
| 2 | Restless and Wild | Accept |
| 3 | Let There Be Rock | AC/DC |
| 4 | Big Ones | Aerosmith |
| ... | ... | ... |
| 342 | Respighi:Pines of Rome | Eugene Ormandy |
| 343 | Schubert: The Late String Quartets & String Qu... | Emerson String Quartet |
| 344 | Monteverdi: L'Orfeo | C. Monteverdi, Nigel Rogers - Chiaroscuro; Lon... |
| 345 | Mozart: Chamber Music | Nash Ensemble |
| 346 | Koyaanisqatsi (Soundtrack from the Motion Pict... | Philip Glass Ensemble |
347 rows × 2 columns
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'List all albums and their corresponding artist names '\n\nThe DataFrame was produced using this query: SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n AlbumTitle object\nArtistName object\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:41:09.441666845Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objs as go\nimport plotly.offline as py\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="text", value=df[\'AlbumTitle\'][0], title={"text": df[\'ArtistName\'][0]}))\nelse:\n fig = go.Figure(data=[go.Bar(x=df[\'AlbumTitle\'], y=df.index, text=df[\'ArtistName\'], textposition=\'auto\', name=\'Albums by Artist\')])\nfig.update_layout(title="Albums and Their Artists")\npy.plot(fig)'}, 'done_reason': 'stop', 'done': True, 'total_duration': 50087210650, 'load_duration': 10899020, 'prompt_eval_count': 175, 'prompt_eval_duration': 14615627000, 'eval_count': 113, 'eval_duration': 35326254000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objs as go
import plotly.offline as py
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="text", value=df['AlbumTitle'][0], title={"text": df['ArtistName'][0]}))
else:
fig = go.Figure(data=[go.Bar(x=df['AlbumTitle'], y=df.index, text=df['ArtistName'], textposition='auto', name='Albums by Artist')])
fig.update_layout(title="Albums and Their Artists")
py.plot(fig)
Number of requested results 10 is greater than number of elements in index 5, updating n_results = 5 Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 7: Find all tracks with a name containing "What" (case-insensitive)
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE INDEX IFK_TrackGenreId ON "tracks" (GenreId)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON "playlist_track" (TrackId)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackAlbumId ON "tracks" (AlbumId)\n\nCREATE INDEX IFK_TrackMediaTypeId ON "tracks" (MediaTypeId)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)\n\nCREATE INDEX IFK_AlbumArtistId ON "albums" (ArtistId)\n\nCREATE TABLE "playlists"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "genres"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': 'Find all tracks with a name containing "What" (case-insensitive) '}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE INDEX IFK_TrackGenreId ON \"tracks\" (GenreId)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON \"playlist_track\" (TrackId)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackAlbumId ON \"tracks\" (AlbumId)\n\nCREATE INDEX IFK_TrackMediaTypeId ON \"tracks\" (MediaTypeId)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON \"invoice_items\" (TrackId)\n\nCREATE INDEX IFK_AlbumArtistId ON \"albums\" (ArtistId)\n\nCREATE TABLE \"playlists\"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"genres\"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "Find all tracks with a name containing \"What\" (case-insensitive) "}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:43:04.206186937Z', 'message': {'role': 'assistant', 'content': "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, 'done_reason': 'stop', 'done': True, 'total_duration': 114170074488, 'load_duration': 12867235, 'prompt_eval_count': 1012, 'prompt_eval_duration': 108019899000, 'eval_count': 16, 'eval_duration': 5269609000}
[( LLM Response )]
SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'
[( SQL )]
generated SQL statement
SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'
[( DATA )] queried data frame
| TrackId | Name | |
|---|---|---|
| 0 | 26 | What It Takes |
| 1 | 88 | What You Are |
| 2 | 130 | Do what cha wanna |
| 3 | 342 | What is and Should Never Be |
| 4 | 607 | So What |
| 5 | 960 | What A Day |
| 6 | 1000 | What If I Do? |
| 7 | 1039 | What Now My Love |
| 8 | 1145 | Whatsername |
| 9 | 1440 | Whatever It Is, I Just Can't Stop |
| 10 | 1469 | Look What You've Done |
| 11 | 1470 | Get What You Need |
| 12 | 1628 | What Is And What Should Never Be |
| 13 | 1778 | You're What's Happening (In The World Today) |
| 14 | 1823 | So What |
| 15 | 2772 | I Don't Know What To Do With Myself |
| 16 | 2884 | What Kate Did |
| 17 | 2893 | Whatever the Case May Be |
| 18 | 2992 | I Still Haven't Found What I'm Looking for |
| 19 | 3007 | I Still Haven't Found What I'm Looking For |
| 20 | 3258 | Whatever Gets You Thru the Night |
| 21 | 3475 | What Is It About Men |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'Find all tracks with a name containing \"What\" (case-insensitive) '\n\nThe DataFrame was produced using this query: SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n TrackId int64\nName object\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:43:42.109977455Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objs as go\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="text", value=df[\'Name\'][0]))\nelse:\n fig = go.Figure(data=[go.Bar(x=df[\'TrackId\'], y=df[\'Name\'].str.len(), text=df[\'Name\'], textposition=\'auto\')])\nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 37874007949, 'load_duration': 12594084, 'prompt_eval_count': 167, 'prompt_eval_duration': 13958564000, 'eval_count': 76, 'eval_duration': 23774227000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objs as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="text", value=df['Name'][0]))
else:
fig = go.Figure(data=[go.Bar(x=df['TrackId'], y=df['Name'].str.len(), text=df['Name'], textposition='auto')])
Number of requested results 10 is greater than number of elements in index 6, updating n_results = 6 Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 8: Get the total number of invoices for each customer
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON "invoice_items" (InvoiceId)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON "customers" (SupportRepId)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON "employees" (ReportsTo)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': 'Find all tracks with a name containing "What" (case-insensitive) '}, {'role': 'assistant', 'content': "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON \"invoice_items\" (InvoiceId)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON \"invoice_items\" (TrackId)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON \"customers\" (SupportRepId)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON \"employees\" (ReportsTo)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "Find all tracks with a name containing \"What\" (case-insensitive) "}, {"role": "assistant", "content": "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "Get the total number of invoices for each customer"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:46:41.99681322Z', 'message': {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName;'}, 'done_reason': 'stop', 'done': True, 'total_duration': 179769849857, 'load_duration': 11832793, 'prompt_eval_count': 1420, 'prompt_eval_duration': 160520963000, 'eval_count': 51, 'eval_duration': 18216246000}
[( LLM Response )]
SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
GROUP BY c.CustomerId, c.FirstName, c.LastName;
[( Output from LLM )]
SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
GROUP BY c.CustomerId, c.FirstName, c.LastName;
[( Extracted SQL )]
SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
GROUP BY c.CustomerId, c.FirstName, c.LastName
[( SQL )]
generated SQL statement
SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
GROUP BY c.CustomerId, c.FirstName, c.LastName
[( DATA )] queried data frame
| CustomerId | FirstName | LastName | TotalInvoices | |
|---|---|---|---|---|
| 0 | 1 | Luís | Gonçalves | 7 |
| 1 | 2 | Leonie | Köhler | 7 |
| 2 | 3 | François | Tremblay | 7 |
| 3 | 4 | Bjørn | Hansen | 7 |
| 4 | 5 | František | Wichterlová | 7 |
| 5 | 6 | Helena | Holý | 7 |
| 6 | 7 | Astrid | Gruber | 7 |
| 7 | 8 | Daan | Peeters | 7 |
| 8 | 9 | Kara | Nielsen | 7 |
| 9 | 10 | Eduardo | Martins | 7 |
| 10 | 11 | Alexandre | Rocha | 7 |
| 11 | 12 | Roberto | Almeida | 7 |
| 12 | 13 | Fernanda | Ramos | 7 |
| 13 | 14 | Mark | Philips | 7 |
| 14 | 15 | Jennifer | Peterson | 7 |
| 15 | 16 | Frank | Harris | 7 |
| 16 | 17 | Jack | Smith | 7 |
| 17 | 18 | Michelle | Brooks | 7 |
| 18 | 19 | Tim | Goyer | 7 |
| 19 | 20 | Dan | Miller | 7 |
| 20 | 21 | Kathy | Chase | 7 |
| 21 | 22 | Heather | Leacock | 7 |
| 22 | 23 | John | Gordon | 7 |
| 23 | 24 | Frank | Ralston | 7 |
| 24 | 25 | Victor | Stevens | 7 |
| 25 | 26 | Richard | Cunningham | 7 |
| 26 | 27 | Patrick | Gray | 7 |
| 27 | 28 | Julia | Barnett | 7 |
| 28 | 29 | Robert | Brown | 7 |
| 29 | 30 | Edward | Francis | 7 |
| 30 | 31 | Martha | Silk | 7 |
| 31 | 32 | Aaron | Mitchell | 7 |
| 32 | 33 | Ellie | Sullivan | 7 |
| 33 | 34 | João | Fernandes | 7 |
| 34 | 35 | Madalena | Sampaio | 7 |
| 35 | 36 | Hannah | Schneider | 7 |
| 36 | 37 | Fynn | Zimmermann | 7 |
| 37 | 38 | Niklas | Schröder | 7 |
| 38 | 39 | Camille | Bernard | 7 |
| 39 | 40 | Dominique | Lefebvre | 7 |
| 40 | 41 | Marc | Dubois | 7 |
| 41 | 42 | Wyatt | Girard | 7 |
| 42 | 43 | Isabelle | Mercier | 7 |
| 43 | 44 | Terhi | Hämäläinen | 7 |
| 44 | 45 | Ladislav | Kovács | 7 |
| 45 | 46 | Hugh | O'Reilly | 7 |
| 46 | 47 | Lucas | Mancini | 7 |
| 47 | 48 | Johannes | Van der Berg | 7 |
| 48 | 49 | Stanisław | Wójcik | 7 |
| 49 | 50 | Enrique | Muñoz | 7 |
| 50 | 51 | Joakim | Johansson | 7 |
| 51 | 52 | Emma | Jones | 7 |
| 52 | 53 | Phil | Hughes | 7 |
| 53 | 54 | Steve | Murray | 7 |
| 54 | 55 | Mark | Taylor | 7 |
| 55 | 56 | Diego | Gutiérrez | 7 |
| 56 | 57 | Luis | Rojas | 7 |
| 57 | 58 | Manoj | Pareek | 7 |
| 58 | 59 | Puja | Srivastava | 6 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'Get the total number of invoices for each customer'\n\nThe DataFrame was produced using this query: SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n CustomerId int64\nFirstName object\nLastName object\nTotalInvoices int64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:47:26.614526743Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objs as go\nimport plotly.io as pio\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="number", value=df[\'TotalInvoices\'].values[0]))\nelse:\n fig = go.Figure(data=[go.Bar(x=df[\'FirstName\'] + \' \' + df[\'LastName\'], y=df[\'TotalInvoices\'])])\n\npio.show(fig)'}, 'done_reason': 'stop', 'done': True, 'total_duration': 44581796224, 'load_duration': 13609759, 'prompt_eval_count': 207, 'prompt_eval_duration': 17549408000, 'eval_count': 86, 'eval_duration': 26930614000}
[( PYTHON )] generated Plotly code
import plotly.graph_objs as go
import plotly.io as pio
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="number", value=df['TotalInvoices'].values[0]))
else:
fig = go.Figure(data=[go.Bar(x=df['FirstName'] + ' ' + df['LastName'], y=df['TotalInvoices'])])
pio.show(fig)
Number of requested results 10 is greater than number of elements in index 7, updating n_results = 7
================================================================================ # QUESTION - 9: Find the total number of invoices per country ================================================================================
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON "invoice_items" (InvoiceId)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON "employees" (ReportsTo)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': 'Find all tracks with a name containing "What" (case-insensitive) '}, {'role': 'assistant', 'content': "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'Find the total number of invoices per country'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON \"invoice_items\" (InvoiceId)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON \"invoice_items\" (TrackId)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON \"employees\" (ReportsTo)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "Find all tracks with a name containing \"What\" (case-insensitive) "}, {"role": "assistant", "content": "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "Find the total number of invoices per country"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:50:37.667644711Z', 'message': {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, 'done_reason': 'stop', 'done': True, 'total_duration': 190804028075, 'load_duration': 21585115, 'prompt_eval_count': 1535, 'prompt_eval_duration': 176756459000, 'eval_count': 36, 'eval_duration': 12869235000}
[( LLM Response )]
SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
GROUP BY c.Country
[( SQL )]
generated SQL statement
SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
GROUP BY c.Country
[( DATA )] queried data frame
| Country | TotalInvoices | |
|---|---|---|
| 0 | Argentina | 7 |
| 1 | Australia | 7 |
| 2 | Austria | 7 |
| 3 | Belgium | 7 |
| 4 | Brazil | 35 |
| 5 | Canada | 56 |
| 6 | Chile | 7 |
| 7 | Czech Republic | 14 |
| 8 | Denmark | 7 |
| 9 | Finland | 7 |
| 10 | France | 35 |
| 11 | Germany | 28 |
| 12 | Hungary | 7 |
| 13 | India | 13 |
| 14 | Ireland | 7 |
| 15 | Italy | 7 |
| 16 | Netherlands | 7 |
| 17 | Norway | 7 |
| 18 | Poland | 7 |
| 19 | Portugal | 14 |
| 20 | Spain | 7 |
| 21 | Sweden | 7 |
| 22 | USA | 91 |
| 23 | United Kingdom | 21 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'Find the total number of invoices per country'\n\nThe DataFrame was produced using this query: SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n Country object\nTotalInvoices int64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:51:14.294270474Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objects as go\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="number", value=df[\'TotalInvoices\'].iloc[0]))\nelse:\n fig = go.Figure([go.Bar(x=df[\'Country\'], y=df[\'TotalInvoices\'])])\nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 36592969742, 'load_duration': 10926912, 'prompt_eval_count': 181, 'prompt_eval_duration': 15202319000, 'eval_count': 68, 'eval_duration': 21244202000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objects as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="number", value=df['TotalInvoices'].iloc[0]))
else:
fig = go.Figure([go.Bar(x=df['Country'], y=df['TotalInvoices'])])
Number of requested results 10 is greater than number of elements in index 8, updating n_results = 8 Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 10: List all invoices with a total exceeding $10
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON "invoice_items" (InvoiceId)\n\nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON "employees" (ReportsTo)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON "customers" (SupportRepId)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': 'Find all tracks with a name containing "What" (case-insensitive) '}, {'role': 'assistant', 'content': "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON \"invoice_items\" (InvoiceId)\n\nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON \"invoice_items\" (TrackId)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON \"employees\" (ReportsTo)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON \"customers\" (SupportRepId)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "Find all tracks with a name containing \"What\" (case-insensitive) "}, {"role": "assistant", "content": "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:54:18.842728059Z', 'message': {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, 'done_reason': 'stop', 'done': True, 'total_duration': 184453861217, 'load_duration': 11178852, 'prompt_eval_count': 1542, 'prompt_eval_duration': 178358787000, 'eval_count': 14, 'eval_duration': 4828695000}
[( LLM Response )]
SELECT InvoiceId, Total FROM invoices WHERE Total > 10
[( SQL )]
generated SQL statement
SELECT InvoiceId, Total FROM invoices WHERE Total > 10
[( DATA )] queried data frame
| InvoiceId | Total | |
|---|---|---|
| 0 | 5 | 13.86 |
| 1 | 12 | 13.86 |
| 2 | 19 | 13.86 |
| 3 | 26 | 13.86 |
| 4 | 33 | 13.86 |
| ... | ... | ... |
| 59 | 383 | 13.86 |
| 60 | 390 | 13.86 |
| 61 | 397 | 13.86 |
| 62 | 404 | 25.86 |
| 63 | 411 | 13.86 |
64 rows × 2 columns
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'List all invoices with a total exceeding $10'\n\nThe DataFrame was produced using this query: SELECT InvoiceId, Total FROM invoices WHERE Total > 10\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n InvoiceId int64\nTotal float64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:54:54.021672117Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objects as go\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="value", value=df[\'Total\'].iloc[0]))\nelse:\n fig = go.Figure([go.Bar(x=df[\'InvoiceId\'], y=df[\'Total\'], name=\'Invoice Totals\')])\nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 35139896359, 'load_duration': 12946931, 'prompt_eval_count': 162, 'prompt_eval_duration': 13436904000, 'eval_count': 70, 'eval_duration': 21641370000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objects as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="value", value=df['Total'].iloc[0]))
else:
fig = go.Figure([go.Bar(x=df['InvoiceId'], y=df['Total'], name='Invoice Totals')])
Number of requested results 10 is greater than number of elements in index 9, updating n_results = 9 Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 11: Find all invoices since 2010 and the total amount invoiced:
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON "invoice_items" (InvoiceId)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': 'Find all tracks with a name containing "What" (case-insensitive) '}, {'role': 'assistant', 'content': "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'Find all invoices since 2010 and the total amount invoiced:'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON \"invoice_items\" (InvoiceId)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON \"invoice_items\" (TrackId)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "Find all tracks with a name containing \"What\" (case-insensitive) "}, {"role": "assistant", "content": "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "Find all invoices since 2010 and the total amount invoiced:"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:58:26.356824394Z', 'message': {'role': 'assistant', 'content': "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01';"}, 'done_reason': 'stop', 'done': True, 'total_duration': 212255363879, 'load_duration': 10875672, 'prompt_eval_count': 1706, 'prompt_eval_duration': 201404611000, 'eval_count': 26, 'eval_duration': 9298631000}
[( LLM Response )]
SELECT InvoiceId, Total
FROM invoices
WHERE InvoiceDate >= '2010-01-01';
[( Output from LLM )]
SELECT InvoiceId, Total
FROM invoices
WHERE InvoiceDate >= '2010-01-01';
[( Extracted SQL )]
SELECT InvoiceId, Total
FROM invoices
WHERE InvoiceDate >= '2010-01-01'
[( SQL )]
generated SQL statement
SELECT InvoiceId, Total
FROM invoices
WHERE InvoiceDate >= '2010-01-01'
[( DATA )] queried data frame
| InvoiceId | Total | |
|---|---|---|
| 0 | 84 | 1.98 |
| 1 | 85 | 1.98 |
| 2 | 86 | 3.96 |
| 3 | 87 | 6.94 |
| 4 | 88 | 17.91 |
| ... | ... | ... |
| 324 | 408 | 3.96 |
| 325 | 409 | 5.94 |
| 326 | 410 | 8.91 |
| 327 | 411 | 13.86 |
| 328 | 412 | 1.99 |
329 rows × 2 columns
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'Find all invoices since 2010 and the total amount invoiced:'\n\nThe DataFrame was produced using this query: SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n InvoiceId int64\nTotal float64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-12T23:59:03.300786165Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objs as go\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="number", value=df[\'Total\'].iloc[0]))\nelse:\n fig = go.Figure([go.Scatter(x=df[\'InvoiceId\'], y=df[\'Total\'], mode=\'markers+lines\')])\nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 36909945193, 'load_duration': 10682812, 'prompt_eval_count': 179, 'prompt_eval_duration': 14963051000, 'eval_count': 71, 'eval_duration': 21890570000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objs as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="number", value=df['Total'].iloc[0]))
else:
fig = go.Figure([go.Scatter(x=df['InvoiceId'], y=df['Total'], mode='markers+lines')])
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 12: List all employees and their reporting manager's name (if any):
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE INDEX IFK_EmployeeReportsTo ON "employees" (ReportsTo)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON "customers" (SupportRepId)\n\nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "artists"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE sqlite_stat1(tbl,idx,stat)\n\n\n===Additional Context \n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Find all invoices since 2010 and the total amount invoiced:'}, {'role': 'assistant', 'content': "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': 'Find all tracks with a name containing "What" (case-insensitive) '}, {'role': 'assistant', 'content': "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {'role': 'user', 'content': "List all employees and their reporting manager's name (if any):"}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE INDEX IFK_EmployeeReportsTo ON \"employees\" (ReportsTo)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON \"customers\" (SupportRepId)\n\nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"artists\"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE sqlite_stat1(tbl,idx,stat)\n\n\n===Additional Context \n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Find all invoices since 2010 and the total amount invoiced:"}, {"role": "assistant", "content": "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "Find all tracks with a name containing \"What\" (case-insensitive) "}, {"role": "assistant", "content": "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {"role": "user", "content": "List all employees and their reporting manager's name (if any):"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:02:45.195380495Z', 'message': {'role': 'assistant', 'content': "SELECT e1.EmployeeId, e1.FirstName || ' ' || e1.LastName AS EmployeeName, \n COALESCE(e2.FirstName || ' ' || e2.LastName, 'None') AS ManagerName \nFROM employees e1 \nLEFT JOIN employees e2 ON e1.ReportsTo = e2.EmployeeId"}, 'done_reason': 'stop', 'done': True, 'total_duration': 221804150048, 'load_duration': 12474051, 'prompt_eval_count': 1681, 'prompt_eval_duration': 196428500000, 'eval_count': 65, 'eval_duration': 23780328000}
[( LLM Response )]
SELECT e1.EmployeeId, e1.FirstName || ' ' || e1.LastName AS EmployeeName,
COALESCE(e2.FirstName || ' ' || e2.LastName, 'None') AS ManagerName
FROM employees e1
LEFT JOIN employees e2 ON e1.ReportsTo = e2.EmployeeId
[( SQL )]
generated SQL statement
SELECT e1.EmployeeId, e1.FirstName || ' ' || e1.LastName AS EmployeeName,
COALESCE(e2.FirstName || ' ' || e2.LastName, 'None') AS ManagerName
FROM employees e1
LEFT JOIN employees e2 ON e1.ReportsTo = e2.EmployeeId
[( DATA )] queried data frame
| EmployeeId | EmployeeName | ManagerName | |
|---|---|---|---|
| 0 | 1 | Andrew Adams | None |
| 1 | 2 | Nancy Edwards | Andrew Adams |
| 2 | 3 | Jane Peacock | Nancy Edwards |
| 3 | 4 | Margaret Park | Nancy Edwards |
| 4 | 5 | Steve Johnson | Nancy Edwards |
| 5 | 6 | Michael Mitchell | Andrew Adams |
| 6 | 7 | Robert King | Michael Mitchell |
| 7 | 8 | Laura Callahan | Michael Mitchell |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'List all employees and their reporting manager's name (if any):'\n\nThe DataFrame was produced using this query: SELECT e1.EmployeeId, e1.FirstName || ' ' || e1.LastName AS EmployeeName, \n COALESCE(e2.FirstName || ' ' || e2.LastName, 'None') AS ManagerName \nFROM employees e1 \nLEFT JOIN employees e2 ON e1.ReportsTo = e2.EmployeeId\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n EmployeeId int64\nEmployeeName object\nManagerName object\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:03:26.197317355Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objs as go\nimport plotly.figure_factory as ff\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="text", value=df[\'EmployeeName\'].iloc[0], text=df[\'ManagerName\'].iloc[0]))\nelse:\n fig = ff.create_table(df)\n \nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 40969431107, 'load_duration': 12212825, 'prompt_eval_count': 220, 'prompt_eval_duration': 18565716000, 'eval_count': 72, 'eval_duration': 22345310000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objs as go
import plotly.figure_factory as ff
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="text", value=df['EmployeeName'].iloc[0], text=df['ManagerName'].iloc[0]))
else:
fig = ff.create_table(df)
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 13: Get the average invoice total for each customer:
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON "invoice_items" (InvoiceId)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)\n\nCREATE TABLE sqlite_stat1(tbl,idx,stat)\n\nCREATE INDEX IFK_CustomerSupportRepId ON "customers" (SupportRepId)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON "employees" (ReportsTo)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': 'Find all invoices since 2010 and the total amount invoiced:'}, {'role': 'assistant', 'content': "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': "List all employees and their reporting manager's name (if any):"}, {'role': 'assistant', 'content': "SELECT e1.EmployeeId, e1.FirstName || ' ' || e1.LastName AS EmployeeName, \n COALESCE(e2.FirstName || ' ' || e2.LastName, 'None') AS ManagerName \nFROM employees e1 \nLEFT JOIN employees e2 ON e1.ReportsTo = e2.EmployeeId"}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': 'Find all tracks with a name containing "What" (case-insensitive) '}, {'role': 'assistant', 'content': "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {'role': 'user', 'content': ' Get the average invoice total for each customer:'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON \"invoice_items\" (InvoiceId)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON \"invoice_items\" (TrackId)\n\nCREATE TABLE sqlite_stat1(tbl,idx,stat)\n\nCREATE INDEX IFK_CustomerSupportRepId ON \"customers\" (SupportRepId)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON \"employees\" (ReportsTo)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "Find all invoices since 2010 and the total amount invoiced:"}, {"role": "assistant", "content": "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": "List all employees and their reporting manager's name (if any):"}, {"role": "assistant", "content": "SELECT e1.EmployeeId, e1.FirstName || ' ' || e1.LastName AS EmployeeName, \n COALESCE(e2.FirstName || ' ' || e2.LastName, 'None') AS ManagerName \nFROM employees e1 \nLEFT JOIN employees e2 ON e1.ReportsTo = e2.EmployeeId"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "Find all tracks with a name containing \"What\" (case-insensitive) "}, {"role": "assistant", "content": "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {"role": "user", "content": " Get the average invoice total for each customer:"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:06:37.580091661Z', 'message': {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, 'done_reason': 'stop', 'done': True, 'total_duration': 191242912045, 'load_duration': 11432972, 'prompt_eval_count': 1526, 'prompt_eval_duration': 172660714000, 'eval_count': 48, 'eval_duration': 16870680000}
[( LLM Response )]
SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
GROUP BY c.CustomerId, c.FirstName, c.LastName
[( SQL )]
generated SQL statement
SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
GROUP BY c.CustomerId, c.FirstName, c.LastName
[( DATA )] queried data frame
| CustomerId | FirstName | LastName | AverageInvoiceTotal | |
|---|---|---|---|---|
| 0 | 1 | Luís | Gonçalves | 5.660000 |
| 1 | 2 | Leonie | Köhler | 5.374286 |
| 2 | 3 | François | Tremblay | 5.660000 |
| 3 | 4 | Bjørn | Hansen | 5.660000 |
| 4 | 5 | František | Wichterlová | 5.802857 |
| 5 | 6 | Helena | Holý | 7.088571 |
| 6 | 7 | Astrid | Gruber | 6.088571 |
| 7 | 8 | Daan | Peeters | 5.374286 |
| 8 | 9 | Kara | Nielsen | 5.374286 |
| 9 | 10 | Eduardo | Martins | 5.374286 |
| 10 | 11 | Alexandre | Rocha | 5.374286 |
| 11 | 12 | Roberto | Almeida | 5.374286 |
| 12 | 13 | Fernanda | Ramos | 5.374286 |
| 13 | 14 | Mark | Philips | 5.374286 |
| 14 | 15 | Jennifer | Peterson | 5.517143 |
| 15 | 16 | Frank | Harris | 5.374286 |
| 16 | 17 | Jack | Smith | 5.660000 |
| 17 | 18 | Michelle | Brooks | 5.374286 |
| 18 | 19 | Tim | Goyer | 5.517143 |
| 19 | 20 | Dan | Miller | 5.660000 |
| 20 | 21 | Kathy | Chase | 5.374286 |
| 21 | 22 | Heather | Leacock | 5.660000 |
| 22 | 23 | John | Gordon | 5.374286 |
| 23 | 24 | Frank | Ralston | 6.231429 |
| 24 | 25 | Victor | Stevens | 6.088571 |
| 25 | 26 | Richard | Cunningham | 6.802857 |
| 26 | 27 | Patrick | Gray | 5.374286 |
| 27 | 28 | Julia | Barnett | 6.231429 |
| 28 | 29 | Robert | Brown | 5.374286 |
| 29 | 30 | Edward | Francis | 5.374286 |
| 30 | 31 | Martha | Silk | 5.374286 |
| 31 | 32 | Aaron | Mitchell | 5.374286 |
| 32 | 33 | Ellie | Sullivan | 5.374286 |
| 33 | 34 | João | Fernandes | 5.660000 |
| 34 | 35 | Madalena | Sampaio | 5.374286 |
| 35 | 36 | Hannah | Schneider | 5.374286 |
| 36 | 37 | Fynn | Zimmermann | 6.231429 |
| 37 | 38 | Niklas | Schröder | 5.374286 |
| 38 | 39 | Camille | Bernard | 5.517143 |
| 39 | 40 | Dominique | Lefebvre | 5.517143 |
| 40 | 41 | Marc | Dubois | 5.374286 |
| 41 | 42 | Wyatt | Girard | 5.660000 |
| 42 | 43 | Isabelle | Mercier | 5.802857 |
| 43 | 44 | Terhi | Hämäläinen | 5.945714 |
| 44 | 45 | Ladislav | Kovács | 6.517143 |
| 45 | 46 | Hugh | O'Reilly | 6.517143 |
| 46 | 47 | Lucas | Mancini | 5.374286 |
| 47 | 48 | Johannes | Van der Berg | 5.802857 |
| 48 | 49 | Stanisław | Wójcik | 5.374286 |
| 49 | 50 | Enrique | Muñoz | 5.374286 |
| 50 | 51 | Joakim | Johansson | 5.517143 |
| 51 | 52 | Emma | Jones | 5.374286 |
| 52 | 53 | Phil | Hughes | 5.374286 |
| 53 | 54 | Steve | Murray | 5.374286 |
| 54 | 55 | Mark | Taylor | 5.374286 |
| 55 | 56 | Diego | Gutiérrez | 5.374286 |
| 56 | 57 | Luis | Rojas | 6.660000 |
| 57 | 58 | Manoj | Pareek | 5.517143 |
| 58 | 59 | Puja | Srivastava | 6.106667 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: ' Get the average invoice total for each customer:'\n\nThe DataFrame was produced using this query: SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n CustomerId int64\nFirstName object\nLastName object\nAverageInvoiceTotal float64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:07:18.082157506Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objs as go\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="number", value=df[\'AverageInvoiceTotal\'].iloc[0]))\nelse:\n fig = go.Figure([go.Bar(x=df[\'FirstName\'] + \' \' + df[\'LastName\'], y=df[\'AverageInvoiceTotal\'])])\nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 40466546836, 'load_duration': 10630849, 'prompt_eval_count': 205, 'prompt_eval_duration': 17115270000, 'eval_count': 76, 'eval_duration': 23212296000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objs as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="number", value=df['AverageInvoiceTotal'].iloc[0]))
else:
fig = go.Figure([go.Bar(x=df['FirstName'] + ' ' + df['LastName'], y=df['AverageInvoiceTotal'])])
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 14: Find the top 5 most expensive tracks (based on unit price):
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackAlbumId ON "tracks" (AlbumId)\n\nCREATE INDEX IFK_TrackGenreId ON "tracks" (GenreId)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON "playlist_track" (TrackId)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)\n\nCREATE INDEX IFK_TrackMediaTypeId ON "tracks" (MediaTypeId)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_AlbumArtistId ON "albums" (ArtistId)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'Find all tracks with a name containing "What" (case-insensitive) '}, {'role': 'assistant', 'content': "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': ' Get the average invoice total for each customer:'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Find all invoices since 2010 and the total amount invoiced:'}, {'role': 'assistant', 'content': "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': 'Find the top 5 most expensive tracks (based on unit price):'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackAlbumId ON \"tracks\" (AlbumId)\n\nCREATE INDEX IFK_TrackGenreId ON \"tracks\" (GenreId)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON \"playlist_track\" (TrackId)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON \"invoice_items\" (TrackId)\n\nCREATE INDEX IFK_TrackMediaTypeId ON \"tracks\" (MediaTypeId)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_AlbumArtistId ON \"albums\" (ArtistId)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "Find all tracks with a name containing \"What\" (case-insensitive) "}, {"role": "assistant", "content": "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": " Get the average invoice total for each customer:"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Find all invoices since 2010 and the total amount invoiced:"}, {"role": "assistant", "content": "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": "Find the top 5 most expensive tracks (based on unit price):"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:09:57.606336253Z', 'message': {'role': 'assistant', 'content': 'SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5'}, 'done_reason': 'stop', 'done': True, 'total_duration': 159431217528, 'load_duration': 13083517, 'prompt_eval_count': 1371, 'prompt_eval_duration': 150324079000, 'eval_count': 22, 'eval_duration': 7440719000}
[( LLM Response )]
SELECT TrackId, Name, UnitPrice
FROM tracks
ORDER BY UnitPrice DESC
LIMIT 5
[( SQL )]
generated SQL statement
SELECT TrackId, Name, UnitPrice
FROM tracks
ORDER BY UnitPrice DESC
LIMIT 5
[( DATA )] queried data frame
| TrackId | Name | UnitPrice | |
|---|---|---|---|
| 0 | 2819 | Battlestar Galactica: The Story So Far | 1.99 |
| 1 | 2820 | Occupation / Precipice | 1.99 |
| 2 | 2821 | Exodus, Pt. 1 | 1.99 |
| 3 | 2822 | Exodus, Pt. 2 | 1.99 |
| 4 | 2823 | Collaborators | 1.99 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'Find the top 5 most expensive tracks (based on unit price):'\n\nThe DataFrame was produced using this query: SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n TrackId int64\nName object\nUnitPrice float64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:10:32.65555734Z', 'message': {'role': 'assistant', 'content': "import plotly.graph_objs as go\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode='number', value=df['UnitPrice'].values[0]))\nelse:\n fig = go.Figure([go.Bar(x=df['Name'], y=df['UnitPrice'])])\nfig.show()"}, 'done_reason': 'stop', 'done': True, 'total_duration': 35016760365, 'load_duration': 10415415, 'prompt_eval_count': 179, 'prompt_eval_duration': 14705884000, 'eval_count': 66, 'eval_duration': 20167916000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objs as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode='number', value=df['UnitPrice'].values[0]))
else:
fig = go.Figure([go.Bar(x=df['Name'], y=df['UnitPrice'])])
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 15: List all genres and the number of tracks in each genre:
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackGenreId ON "tracks" (GenreId)\n\nCREATE TABLE "genres"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON "playlist_track" (TrackId)\n\nCREATE INDEX IFK_TrackAlbumId ON "tracks" (AlbumId)\n\nCREATE TABLE "playlists"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_TrackMediaTypeId ON "tracks" (MediaTypeId)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_AlbumArtistId ON "albums" (ArtistId)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'Find the top 5 most expensive tracks (based on unit price):'}, {'role': 'assistant', 'content': 'SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': 'Find all tracks with a name containing "What" (case-insensitive) '}, {'role': 'assistant', 'content': "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Find all invoices since 2010 and the total amount invoiced:'}, {'role': 'assistant', 'content': "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': ' Get the average invoice total for each customer:'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'List all genres and the number of tracks in each genre:'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackGenreId ON \"tracks\" (GenreId)\n\nCREATE TABLE \"genres\"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON \"playlist_track\" (TrackId)\n\nCREATE INDEX IFK_TrackAlbumId ON \"tracks\" (AlbumId)\n\nCREATE TABLE \"playlists\"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_TrackMediaTypeId ON \"tracks\" (MediaTypeId)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_AlbumArtistId ON \"albums\" (ArtistId)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "Find the top 5 most expensive tracks (based on unit price):"}, {"role": "assistant", "content": "SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "Find all tracks with a name containing \"What\" (case-insensitive) "}, {"role": "assistant", "content": "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Find all invoices since 2010 and the total amount invoiced:"}, {"role": "assistant", "content": "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": " Get the average invoice total for each customer:"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "List all genres and the number of tracks in each genre:"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:12:50.540476796Z', 'message': {'role': 'assistant', 'content': 'SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks\nFROM genres g\nJOIN tracks t ON g.GenreId = t.GenreId\nGROUP BY g.Name'}, 'done_reason': 'stop', 'done': True, 'total_duration': 137795560710, 'load_duration': 10677076, 'prompt_eval_count': 1161, 'prompt_eval_duration': 123040277000, 'eval_count': 39, 'eval_duration': 13115316000}
[( LLM Response )]
SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks
FROM genres g
JOIN tracks t ON g.GenreId = t.GenreId
GROUP BY g.Name
[( SQL )]
generated SQL statement
SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks
FROM genres g
JOIN tracks t ON g.GenreId = t.GenreId
GROUP BY g.Name
[( DATA )] queried data frame
| GenreName | NumberOfTracks | |
|---|---|---|
| 0 | Alternative | 40 |
| 1 | Alternative & Punk | 332 |
| 2 | Blues | 81 |
| 3 | Bossa Nova | 15 |
| 4 | Classical | 74 |
| 5 | Comedy | 17 |
| 6 | Drama | 64 |
| 7 | Easy Listening | 24 |
| 8 | Electronica/Dance | 30 |
| 9 | Heavy Metal | 28 |
| 10 | Hip Hop/Rap | 35 |
| 11 | Jazz | 130 |
| 12 | Latin | 579 |
| 13 | Metal | 374 |
| 14 | Opera | 1 |
| 15 | Pop | 48 |
| 16 | R&B/Soul | 61 |
| 17 | Reggae | 58 |
| 18 | Rock | 1297 |
| 19 | Rock And Roll | 12 |
| 20 | Sci Fi & Fantasy | 26 |
| 21 | Science Fiction | 13 |
| 22 | Soundtrack | 43 |
| 23 | TV Shows | 93 |
| 24 | World | 28 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'List all genres and the number of tracks in each genre:'\n\nThe DataFrame was produced using this query: SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks\nFROM genres g\nJOIN tracks t ON g.GenreId = t.GenreId\nGROUP BY g.Name\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n GenreName object\nNumberOfTracks int64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:13:27.763475332Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objs as go\nimport plotly.io as pio\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="number", value=df[\'NumberOfTracks\'].values[0]))\nelse:\n fig = px.bar(df, x=\'GenreName\', y=\'NumberOfTracks\')\n\npio.show(fig)'}, 'done_reason': 'stop', 'done': True, 'total_duration': 37193200691, 'load_duration': 10767998, 'prompt_eval_count': 188, 'prompt_eval_duration': 15485035000, 'eval_count': 71, 'eval_duration': 21565869000}
[( PYTHON )] generated Plotly code
import plotly.graph_objs as go
import plotly.io as pio
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="number", value=df['NumberOfTracks'].values[0]))
else:
fig = px.bar(df, x='GenreName', y='NumberOfTracks')
pio.show(fig)
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 16: Get all genres that do not have any tracks associated with them:
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE INDEX IFK_TrackGenreId ON "tracks" (GenreId)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON "playlist_track" (TrackId)\n\nCREATE INDEX IFK_TrackMediaTypeId ON "tracks" (MediaTypeId)\n\nCREATE INDEX IFK_TrackAlbumId ON "tracks" (AlbumId)\n\nCREATE TABLE "genres"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_AlbumArtistId ON "albums" (ArtistId)\n\nCREATE TABLE "playlists"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'List all genres and the number of tracks in each genre:'}, {'role': 'assistant', 'content': 'SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks\nFROM genres g\nJOIN tracks t ON g.GenreId = t.GenreId\nGROUP BY g.Name'}, {'role': 'user', 'content': 'Find all tracks with a name containing "What" (case-insensitive) '}, {'role': 'assistant', 'content': "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': 'Find the top 5 most expensive tracks (based on unit price):'}, {'role': 'assistant', 'content': 'SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'Find all invoices since 2010 and the total amount invoiced:'}, {'role': 'assistant', 'content': "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': "List all employees and their reporting manager's name (if any):"}, {'role': 'assistant', 'content': "SELECT e1.EmployeeId, e1.FirstName || ' ' || e1.LastName AS EmployeeName, \n COALESCE(e2.FirstName || ' ' || e2.LastName, 'None') AS ManagerName \nFROM employees e1 \nLEFT JOIN employees e2 ON e1.ReportsTo = e2.EmployeeId"}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': ' Get the average invoice total for each customer:'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Get all genres that do not have any tracks associated with them:'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE INDEX IFK_TrackGenreId ON \"tracks\" (GenreId)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON \"playlist_track\" (TrackId)\n\nCREATE INDEX IFK_TrackMediaTypeId ON \"tracks\" (MediaTypeId)\n\nCREATE INDEX IFK_TrackAlbumId ON \"tracks\" (AlbumId)\n\nCREATE TABLE \"genres\"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_AlbumArtistId ON \"albums\" (ArtistId)\n\nCREATE TABLE \"playlists\"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "List all genres and the number of tracks in each genre:"}, {"role": "assistant", "content": "SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks\nFROM genres g\nJOIN tracks t ON g.GenreId = t.GenreId\nGROUP BY g.Name"}, {"role": "user", "content": "Find all tracks with a name containing \"What\" (case-insensitive) "}, {"role": "assistant", "content": "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "Find the top 5 most expensive tracks (based on unit price):"}, {"role": "assistant", "content": "SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "Find all invoices since 2010 and the total amount invoiced:"}, {"role": "assistant", "content": "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "List all employees and their reporting manager's name (if any):"}, {"role": "assistant", "content": "SELECT e1.EmployeeId, e1.FirstName || ' ' || e1.LastName AS EmployeeName, \n COALESCE(e2.FirstName || ' ' || e2.LastName, 'None') AS ManagerName \nFROM employees e1 \nLEFT JOIN employees e2 ON e1.ReportsTo = e2.EmployeeId"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": " Get the average invoice total for each customer:"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Get all genres that do not have any tracks associated with them:"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:15:46.381614615Z', 'message': {'role': 'assistant', 'content': 'SELECT Name \nFROM genres \nWHERE GenreId NOT IN (SELECT GenreId FROM tracks)'}, 'done_reason': 'stop', 'done': True, 'total_duration': 138469969604, 'load_duration': 9790656, 'prompt_eval_count': 1221, 'prompt_eval_duration': 130532726000, 'eval_count': 19, 'eval_duration': 6292850000}
[( LLM Response )]
SELECT Name
FROM genres
WHERE GenreId NOT IN (SELECT GenreId FROM tracks)
[( SQL )]
generated SQL statement
SELECT Name
FROM genres
WHERE GenreId NOT IN (SELECT GenreId FROM tracks)
[( DATA )] queried data frame
| Name |
|---|
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 17: List all customers who have not placed any orders:
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON "customers" (SupportRepId)\n\nCREATE TABLE "playlists"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\n\n===Additional Context \n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': ' Get the average invoice total for each customer:'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': "List all employees and their reporting manager's name (if any):"}, {'role': 'assistant', 'content': "SELECT e1.EmployeeId, e1.FirstName || ' ' || e1.LastName AS EmployeeName, \n COALESCE(e2.FirstName || ' ' || e2.LastName, 'None') AS ManagerName \nFROM employees e1 \nLEFT JOIN employees e2 ON e1.ReportsTo = e2.EmployeeId"}, {'role': 'user', 'content': 'Find all invoices since 2010 and the total amount invoiced:'}, {'role': 'assistant', 'content': "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': 'List all customers who have not placed any orders:'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON \"customers\" (SupportRepId)\n\nCREATE TABLE \"playlists\"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\n\n===Additional Context \n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": " Get the average invoice total for each customer:"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "List all employees and their reporting manager's name (if any):"}, {"role": "assistant", "content": "SELECT e1.EmployeeId, e1.FirstName || ' ' || e1.LastName AS EmployeeName, \n COALESCE(e2.FirstName || ' ' || e2.LastName, 'None') AS ManagerName \nFROM employees e1 \nLEFT JOIN employees e2 ON e1.ReportsTo = e2.EmployeeId"}, {"role": "user", "content": "Find all invoices since 2010 and the total amount invoiced:"}, {"role": "assistant", "content": "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "List all customers who have not placed any orders:"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:19:29.713016273Z', 'message': {'role': 'assistant', 'content': 'SELECT CustomerId, FirstName, LastName \nFROM customers \nWHERE CustomerId NOT IN (SELECT CustomerId FROM invoices)'}, 'done_reason': 'stop', 'done': True, 'total_duration': 223288081527, 'load_duration': 13096218, 'prompt_eval_count': 1840, 'prompt_eval_duration': 213106704000, 'eval_count': 24, 'eval_duration': 8560430000}
[( LLM Response )]
SELECT CustomerId, FirstName, LastName
FROM customers
WHERE CustomerId NOT IN (SELECT CustomerId FROM invoices)
[( SQL )]
generated SQL statement
SELECT CustomerId, FirstName, LastName
FROM customers
WHERE CustomerId NOT IN (SELECT CustomerId FROM invoices)
[( DATA )] queried data frame
| CustomerId | FirstName | LastName |
|---|
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 18:
Can you find the top 10 most popular artists based on the number of tracks?
Hint: There are 3 tables - artists, albums and tracks,
where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_AlbumArtistId ON "albums" (ArtistId)\n\nCREATE TABLE "artists"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_TrackAlbumId ON "tracks" (AlbumId)\n\nCREATE TABLE "playlists"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "genres"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackGenreId ON "tracks" (GenreId)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON "playlist_track" (TrackId)\n\n\n===Additional Context \n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'List all genres and the number of tracks in each genre:'}, {'role': 'assistant', 'content': 'SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks\nFROM genres g\nJOIN tracks t ON g.GenreId = t.GenreId\nGROUP BY g.Name'}, {'role': 'user', 'content': 'Find the top 5 most expensive tracks (based on unit price):'}, {'role': 'assistant', 'content': 'SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': 'Find all tracks with a name containing "What" (case-insensitive) '}, {'role': 'assistant', 'content': "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': ' \n Can you find the top 10 most popular artists based on the number of tracks?\n Hint: There are 3 tables - artists, albums and tracks, \n where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,\n '}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_AlbumArtistId ON \"albums\" (ArtistId)\n\nCREATE TABLE \"artists\"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_TrackAlbumId ON \"tracks\" (AlbumId)\n\nCREATE TABLE \"playlists\"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"genres\"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackGenreId ON \"tracks\" (GenreId)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON \"playlist_track\" (TrackId)\n\n\n===Additional Context \n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "List all genres and the number of tracks in each genre:"}, {"role": "assistant", "content": "SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks\nFROM genres g\nJOIN tracks t ON g.GenreId = t.GenreId\nGROUP BY g.Name"}, {"role": "user", "content": "Find the top 5 most expensive tracks (based on unit price):"}, {"role": "assistant", "content": "SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "Find all tracks with a name containing \"What\" (case-insensitive) "}, {"role": "assistant", "content": "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": " \n Can you find the top 10 most popular artists based on the number of tracks?\n Hint: There are 3 tables - artists, albums and tracks, \n where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,\n "}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:22:16.798191821Z', 'message': {'role': 'assistant', 'content': 'SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nGROUP BY a.ArtistId, a.Name\nORDER BY NumberOfTracks DESC\nLIMIT 10'}, 'done_reason': 'stop', 'done': True, 'total_duration': 167045859680, 'load_duration': 11765484, 'prompt_eval_count': 1339, 'prompt_eval_duration': 141431954000, 'eval_count': 69, 'eval_duration': 24016703000}
[( LLM Response )]
SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks
FROM artists a
JOIN albums al ON a.ArtistId = al.ArtistId
JOIN tracks t ON al.AlbumId = t.AlbumId
GROUP BY a.ArtistId, a.Name
ORDER BY NumberOfTracks DESC
LIMIT 10
[( SQL )]
generated SQL statement
SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks
FROM artists a
JOIN albums al ON a.ArtistId = al.ArtistId
JOIN tracks t ON al.AlbumId = t.AlbumId
GROUP BY a.ArtistId, a.Name
ORDER BY NumberOfTracks DESC
LIMIT 10
[( DATA )] queried data frame
| ArtistName | NumberOfTracks | |
|---|---|---|
| 0 | Iron Maiden | 213 |
| 1 | U2 | 135 |
| 2 | Led Zeppelin | 114 |
| 3 | Metallica | 112 |
| 4 | Deep Purple | 92 |
| 5 | Lost | 92 |
| 6 | Pearl Jam | 67 |
| 7 | Lenny Kravitz | 57 |
| 8 | Various Artists | 56 |
| 9 | The Office | 53 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: ' \n Can you find the top 10 most popular artists based on the number of tracks?\n Hint: There are 3 tables - artists, albums and tracks, \n where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,\n '\n\nThe DataFrame was produced using this query: SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nGROUP BY a.ArtistId, a.Name\nORDER BY NumberOfTracks DESC\nLIMIT 10\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n ArtistName object\nNumberOfTracks int64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:23:10.487929974Z', 'message': {'role': 'assistant', 'content': 'if len(df) == 1:\n import plotly.graph_objects as go\n fig = go.Figure(go.Indicator(mode="number", value=df[\'NumberOfTracks\'].iloc[0], title={"text": df[\'ArtistName\'].iloc[0]}))\nelse:\n import plotly.express as px\n fig = px.bar(df, x=\'ArtistName\', y=\'NumberOfTracks\', title=\'Top 10 Most Popular Artists by Number of Tracks\')\nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 53658462691, 'load_duration': 10857720, 'prompt_eval_count': 263, 'prompt_eval_duration': 22599044000, 'eval_count': 100, 'eval_duration': 30910440000}
[( PYTHON )]
generated Plotly code
if len(df) == 1:
import plotly.graph_objects as go
fig = go.Figure(go.Indicator(mode="number", value=df['NumberOfTracks'].iloc[0], title={"text": df['ArtistName'].iloc[0]}))
else:
import plotly.express as px
fig = px.bar(df, x='ArtistName', y='NumberOfTracks', title='Top 10 Most Popular Artists by Number of Tracks')
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 19: List all customers from Canada and their email addresses:
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE INDEX IFK_CustomerSupportRepId ON "customers" (SupportRepId)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE sqlite_sequence(name,seq)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON "employees" (ReportsTo)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': ' Get the average invoice total for each customer:'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': "List all employees and their reporting manager's name (if any):"}, {'role': 'assistant', 'content': "SELECT e1.EmployeeId, e1.FirstName || ' ' || e1.LastName AS EmployeeName, \n COALESCE(e2.FirstName || ' ' || e2.LastName, 'None') AS ManagerName \nFROM employees e1 \nLEFT JOIN employees e2 ON e1.ReportsTo = e2.EmployeeId"}, {'role': 'user', 'content': 'Find all invoices since 2010 and the total amount invoiced:'}, {'role': 'assistant', 'content': "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': 'List all customers from Canada and their email addresses:'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE INDEX IFK_CustomerSupportRepId ON \"customers\" (SupportRepId)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE sqlite_sequence(name,seq)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON \"employees\" (ReportsTo)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\nIn the chinook database invoice means order\n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": " Get the average invoice total for each customer:"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "List all employees and their reporting manager's name (if any):"}, {"role": "assistant", "content": "SELECT e1.EmployeeId, e1.FirstName || ' ' || e1.LastName AS EmployeeName, \n COALESCE(e2.FirstName || ' ' || e2.LastName, 'None') AS ManagerName \nFROM employees e1 \nLEFT JOIN employees e2 ON e1.ReportsTo = e2.EmployeeId"}, {"role": "user", "content": "Find all invoices since 2010 and the total amount invoiced:"}, {"role": "assistant", "content": "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "List all customers from Canada and their email addresses:"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:26:29.684665587Z', 'message': {'role': 'assistant', 'content': "SELECT CustomerId, FirstName, LastName, Email \nFROM customers \nWHERE Country = 'Canada'"}, 'done_reason': 'stop', 'done': True, 'total_duration': 199097973645, 'load_duration': 10708551, 'prompt_eval_count': 1655, 'prompt_eval_duration': 190436046000, 'eval_count': 20, 'eval_duration': 7028007000}
[( LLM Response )]
SELECT CustomerId, FirstName, LastName, Email
FROM customers
WHERE Country = 'Canada'
[( SQL )]
generated SQL statement
SELECT CustomerId, FirstName, LastName, Email
FROM customers
WHERE Country = 'Canada'
[( DATA )] queried data frame
| CustomerId | FirstName | LastName | ||
|---|---|---|---|---|
| 0 | 3 | François | Tremblay | ftremblay@gmail.com |
| 1 | 14 | Mark | Philips | mphilips12@shaw.ca |
| 2 | 15 | Jennifer | Peterson | jenniferp@rogers.ca |
| 3 | 29 | Robert | Brown | robbrown@shaw.ca |
| 4 | 30 | Edward | Francis | edfrancis@yachoo.ca |
| 5 | 31 | Martha | Silk | marthasilk@gmail.com |
| 6 | 32 | Aaron | Mitchell | aaronmitchell@yahoo.ca |
| 7 | 33 | Ellie | Sullivan | ellie.sullivan@shaw.ca |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'List all customers from Canada and their email addresses:'\n\nThe DataFrame was produced using this query: SELECT CustomerId, FirstName, LastName, Email \nFROM customers \nWHERE Country = 'Canada'\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n CustomerId int64\nFirstName object\nLastName object\nEmail object\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:27:27.143048192Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objects as go\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="text", value=df[\'FirstName\'].iloc[0] + \' \' + df[\'LastName\'].iloc[0]))\nelse:\n fig = go.Figure()\n for index, row in df.iterrows():\n fig.add_trace(go.Bar(x=[row[\'Email\']], y=[1], name=f"{row[\'FirstName\']} {row[\'LastName\']}", orientation=\'h\'))\n fig.update_layout(barmode=\'stack\', yaxis=dict(showgrid=False, range=[-0.5, len(df)-0.5]))\n\nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 57416642191, 'load_duration': 13398650, 'prompt_eval_count': 173, 'prompt_eval_duration': 14298635000, 'eval_count': 137, 'eval_duration': 42966739000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objects as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="text", value=df['FirstName'].iloc[0] + ' ' + df['LastName'].iloc[0]))
else:
fig = go.Figure()
for index, row in df.iterrows():
fig.add_trace(go.Bar(x=[row['Email']], y=[1], name=f"{row['FirstName']} {row['LastName']}", orientation='h'))
fig.update_layout(barmode='stack', yaxis=dict(showgrid=False, range=[-0.5, len(df)-0.5]))
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 20: Find the customer with the most invoices
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON "invoice_items" (InvoiceId)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON "customers" (SupportRepId)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON "employees" (ReportsTo)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': ' Get the average invoice total for each customer:'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': 'Find all invoices since 2010 and the total amount invoiced:'}, {'role': 'assistant', 'content': "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {'role': 'user', 'content': 'Find the top 5 most expensive tracks (based on unit price):'}, {'role': 'assistant', 'content': 'SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5'}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': 'How many customers are there'}, {'role': 'assistant', 'content': 'SELECT COUNT(*) FROM customers'}, {'role': 'user', 'content': 'List all customers from Canada and their email addresses:'}, {'role': 'assistant', 'content': "SELECT CustomerId, FirstName, LastName, Email \nFROM customers \nWHERE Country = 'Canada'"}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': 'Find the customer with the most invoices '}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON \"invoice_items\" (InvoiceId)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON \"invoice_items\" (TrackId)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_CustomerSupportRepId ON \"customers\" (SupportRepId)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON \"employees\" (ReportsTo)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": " Get the average invoice total for each customer:"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "Find all invoices since 2010 and the total amount invoiced:"}, {"role": "assistant", "content": "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {"role": "user", "content": "Find the top 5 most expensive tracks (based on unit price):"}, {"role": "assistant", "content": "SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "How many customers are there"}, {"role": "assistant", "content": "SELECT COUNT(*) FROM customers"}, {"role": "user", "content": "List all customers from Canada and their email addresses:"}, {"role": "assistant", "content": "SELECT CustomerId, FirstName, LastName, Email \nFROM customers \nWHERE Country = 'Canada'"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": "Find the customer with the most invoices "}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:31:04.970710903Z', 'message': {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY InvoiceCount DESC\nLIMIT 1'}, 'done_reason': 'stop', 'done': True, 'total_duration': 217711179011, 'load_duration': 10866372, 'prompt_eval_count': 1652, 'prompt_eval_duration': 194130659000, 'eval_count': 59, 'eval_duration': 21873221000}
[( LLM Response )]
SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
GROUP BY c.CustomerId, c.FirstName, c.LastName
ORDER BY InvoiceCount DESC
LIMIT 1
[( SQL )]
generated SQL statement
SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
GROUP BY c.CustomerId, c.FirstName, c.LastName
ORDER BY InvoiceCount DESC
LIMIT 1
[( DATA )] queried data frame
| CustomerId | FirstName | LastName | InvoiceCount | |
|---|---|---|---|---|
| 0 | 1 | Luís | Gonçalves | 7 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'Find the customer with the most invoices '\n\nThe DataFrame was produced using this query: SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY InvoiceCount DESC\nLIMIT 1\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n CustomerId int64\nFirstName object\nLastName object\nInvoiceCount int64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:32:17.692019296Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objs as go\n\nif len(df) == 1:\n figure = {\n \'data\': [go.Indicator(\n mode=\'number+delta\',\n value=df[\'InvoiceCount\'].iloc[0],\n number={\'suffix\': " Invoices"},\n delta={\'position\': \'right\'}\n )]\n }\nelse:\n figure = {\n \'data\': [\n go.Bar(x=df[\'FirstName\'] + \' \' + df[\'LastName\'], y=df[\'InvoiceCount\'])\n ]\n }\n\nfigure[\'layout\'] = go.Layout(title=\'Customer with the Most Invoices\', xaxis=dict(title=\'Customer\'), yaxis=dict(title=\'Number of Invoices\'))\n\nfigure[\'layout\'].update(margin=dict(l=50, r=50, b=100))\n\ngo.Figure(figure).show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 72672863955, 'load_duration': 10476149, 'prompt_eval_count': 213, 'prompt_eval_duration': 18045478000, 'eval_count': 171, 'eval_duration': 54479712000}
[( PYTHON )] generated Plotly code
import plotly.graph_objs as go
if len(df) == 1:
figure = {
'data': [go.Indicator(
mode='number+delta',
value=df['InvoiceCount'].iloc[0],
number={'suffix': " Invoices"},
delta={'position': 'right'}
)]
}
else:
figure = {
'data': [
go.Bar(x=df['FirstName'] + ' ' + df['LastName'], y=df['InvoiceCount'])
]
}
figure['layout'] = go.Layout(title='Customer with the Most Invoices', xaxis=dict(title='Customer'), yaxis=dict(title='Number of Invoices'))
figure['layout'].update(margin=dict(l=50, r=50, b=100))
go.Figure(figure).show()
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 21: Find the customer who bought the most albums in total quantity (across all invoices):
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_AlbumArtistId ON "albums" (ArtistId)\n\nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON "invoice_items" (InvoiceId)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\nCREATE INDEX IFK_TrackAlbumId ON "tracks" (AlbumId)\n\nCREATE TABLE "artists"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'Find the customer with the most invoices '}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY InvoiceCount DESC\nLIMIT 1'}, {'role': 'user', 'content': ' \n Can you find the top 10 most popular artists based on the number of tracks?\n Hint: There are 3 tables - artists, albums and tracks, \n where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,\n '}, {'role': 'assistant', 'content': 'SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nGROUP BY a.ArtistId, a.Name\nORDER BY NumberOfTracks DESC\nLIMIT 10'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': ' Get the average invoice total for each customer:'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': 'Find all invoices since 2010 and the total amount invoiced:'}, {'role': 'assistant', 'content': "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {'role': 'user', 'content': 'Find the top 5 most expensive tracks (based on unit price):'}, {'role': 'assistant', 'content': 'SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': 'List all genres and the number of tracks in each genre:'}, {'role': 'assistant', 'content': 'SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks\nFROM genres g\nJOIN tracks t ON g.GenreId = t.GenreId\nGROUP BY g.Name'}, {'role': 'user', 'content': 'Find the customer who bought the most albums in total quantity (across all invoices):'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_AlbumArtistId ON \"albums\" (ArtistId)\n\nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON \"invoice_items\" (TrackId)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON \"invoice_items\" (InvoiceId)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\nCREATE INDEX IFK_TrackAlbumId ON \"tracks\" (AlbumId)\n\nCREATE TABLE \"artists\"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "Find the customer with the most invoices "}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY InvoiceCount DESC\nLIMIT 1"}, {"role": "user", "content": " \n Can you find the top 10 most popular artists based on the number of tracks?\n Hint: There are 3 tables - artists, albums and tracks, \n where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,\n "}, {"role": "assistant", "content": "SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nGROUP BY a.ArtistId, a.Name\nORDER BY NumberOfTracks DESC\nLIMIT 10"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": " Get the average invoice total for each customer:"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "Find all invoices since 2010 and the total amount invoiced:"}, {"role": "assistant", "content": "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {"role": "user", "content": "Find the top 5 most expensive tracks (based on unit price):"}, {"role": "assistant", "content": "SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "List all genres and the number of tracks in each genre:"}, {"role": "assistant", "content": "SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks\nFROM genres g\nJOIN tracks t ON g.GenreId = t.GenreId\nGROUP BY g.Name"}, {"role": "user", "content": "Find the customer who bought the most albums in total quantity (across all invoices):"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:35:42.660106588Z', 'message': {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 1'}, 'done_reason': 'stop', 'done': True, 'total_duration': 204907743343, 'load_duration': 12943331, 'prompt_eval_count': 1451, 'prompt_eval_duration': 164861583000, 'eval_count': 104, 'eval_duration': 38366939000}
[( LLM Response )]
SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
JOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId
JOIN tracks t ON ii.TrackId = t.TrackId
JOIN albums al ON t.AlbumId = al.AlbumId
GROUP BY c.CustomerId, c.FirstName, c.LastName
ORDER BY TotalAlbumsBought DESC
LIMIT 1
[( SQL )]
generated SQL statement
SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
JOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId
JOIN tracks t ON ii.TrackId = t.TrackId
JOIN albums al ON t.AlbumId = al.AlbumId
GROUP BY c.CustomerId, c.FirstName, c.LastName
ORDER BY TotalAlbumsBought DESC
LIMIT 1
[( DATA )] queried data frame
| CustomerId | FirstName | LastName | TotalAlbumsBought | |
|---|---|---|---|---|
| 0 | 1 | Luís | Gonçalves | 38 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'Find the customer who bought the most albums in total quantity (across all invoices):'\n\nThe DataFrame was produced using this query: SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 1\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n CustomerId int64\nFirstName object\nLastName object\nTotalAlbumsBought int64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:36:31.07318783Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objects as go\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="number", value=df[\'TotalAlbumsBought\'].iloc[0]))\nelse:\n fig = go.Figure(go.Bar(x=df[\'FirstName\'] + \' \' + df[\'LastName\'], y=df[\'TotalAlbumsBought\']))\nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 48371779427, 'load_duration': 12420849, 'prompt_eval_count': 271, 'prompt_eval_duration': 23637453000, 'eval_count': 78, 'eval_duration': 24590852000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objects as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="number", value=df['TotalAlbumsBought'].iloc[0]))
else:
fig = go.Figure(go.Bar(x=df['FirstName'] + ' ' + df['LastName'], y=df['TotalAlbumsBought']))
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 22:
Find the top 5 customers who bought the most albums in total quantity (across all invoices):
Hint: album quantity is found in invoice_items,
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON "invoice_items" (InvoiceId)\n\nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)\n\nCREATE INDEX IFK_AlbumArtistId ON "albums" (ArtistId)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\nCREATE TABLE "artists"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_TrackAlbumId ON "tracks" (AlbumId)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'Find the customer who bought the most albums in total quantity (across all invoices):'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 1'}, {'role': 'user', 'content': ' \n Can you find the top 10 most popular artists based on the number of tracks?\n Hint: There are 3 tables - artists, albums and tracks, \n where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,\n '}, {'role': 'assistant', 'content': 'SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nGROUP BY a.ArtistId, a.Name\nORDER BY NumberOfTracks DESC\nLIMIT 10'}, {'role': 'user', 'content': 'Find the customer with the most invoices '}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY InvoiceCount DESC\nLIMIT 1'}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': 'Find the top 5 most expensive tracks (based on unit price):'}, {'role': 'assistant', 'content': 'SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': ' Get the average invoice total for each customer:'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': 'Find all invoices since 2010 and the total amount invoiced:'}, {'role': 'assistant', 'content': "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': ' \n Find the top 5 customers who bought the most albums in total quantity (across all invoices):\n Hint: album quantity is found in invoice_items, \n '}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON \"invoice_items\" (InvoiceId)\n\nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON \"invoice_items\" (TrackId)\n\nCREATE INDEX IFK_AlbumArtistId ON \"albums\" (ArtistId)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\nCREATE TABLE \"artists\"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_TrackAlbumId ON \"tracks\" (AlbumId)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "Find the customer who bought the most albums in total quantity (across all invoices):"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 1"}, {"role": "user", "content": " \n Can you find the top 10 most popular artists based on the number of tracks?\n Hint: There are 3 tables - artists, albums and tracks, \n where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,\n "}, {"role": "assistant", "content": "SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nGROUP BY a.ArtistId, a.Name\nORDER BY NumberOfTracks DESC\nLIMIT 10"}, {"role": "user", "content": "Find the customer with the most invoices "}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY InvoiceCount DESC\nLIMIT 1"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "Find the top 5 most expensive tracks (based on unit price):"}, {"role": "assistant", "content": "SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": " Get the average invoice total for each customer:"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "Find all invoices since 2010 and the total amount invoiced:"}, {"role": "assistant", "content": "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": " \n Find the top 5 customers who bought the most albums in total quantity (across all invoices):\n Hint: album quantity is found in invoice_items, \n "}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:40:07.613175509Z', 'message': {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 5'}, 'done_reason': 'stop', 'done': True, 'total_duration': 216465913729, 'load_duration': 11337852, 'prompt_eval_count': 1538, 'prompt_eval_duration': 176778325000, 'eval_count': 104, 'eval_duration': 37992573000}
[( LLM Response )]
SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
JOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId
JOIN tracks t ON ii.TrackId = t.TrackId
JOIN albums al ON t.AlbumId = al.AlbumId
GROUP BY c.CustomerId, c.FirstName, c.LastName
ORDER BY TotalAlbumsBought DESC
LIMIT 5
[( SQL )]
generated SQL statement
SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
JOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId
JOIN tracks t ON ii.TrackId = t.TrackId
JOIN albums al ON t.AlbumId = al.AlbumId
GROUP BY c.CustomerId, c.FirstName, c.LastName
ORDER BY TotalAlbumsBought DESC
LIMIT 5
[( DATA )] queried data frame
| CustomerId | FirstName | LastName | TotalAlbumsBought | |
|---|---|---|---|---|
| 0 | 1 | Luís | Gonçalves | 38 |
| 1 | 2 | Leonie | Köhler | 38 |
| 2 | 3 | François | Tremblay | 38 |
| 3 | 4 | Bjørn | Hansen | 38 |
| 4 | 5 | František | Wichterlová | 38 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: ' \n Find the top 5 customers who bought the most albums in total quantity (across all invoices):\n Hint: album quantity is found in invoice_items, \n '\n\nThe DataFrame was produced using this query: SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 5\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n CustomerId int64\nFirstName object\nLastName object\nTotalAlbumsBought int64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:41:23.612999691Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objects as go\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="number", value=df[\'TotalAlbumsBought\'].iloc[0]))\nelse:\n fig = go.Figure(go.Bar(x=df[\'FirstName\'] + \' \' + df[\'LastName\'], y=df[\'TotalAlbumsBought\'],\n marker=dict(color=\'rgba(58, 71, 80, 0.6)\'),\n text=df[\'TotalAlbumsBought\'].apply(lambda x: f\'{x} albums\'),\n textposition=\'auto\'))\n fig.update_layout(title=\'Top 5 Customers by Total Albums Bought\',\n xaxis_title=\'Customer Name\', yaxis_title=\'Total Albums Bought\')\nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 75967171962, 'load_duration': 13994231, 'prompt_eval_count': 289, 'prompt_eval_duration': 25454924000, 'eval_count': 158, 'eval_duration': 50364622000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objects as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="number", value=df['TotalAlbumsBought'].iloc[0]))
else:
fig = go.Figure(go.Bar(x=df['FirstName'] + ' ' + df['LastName'], y=df['TotalAlbumsBought'],
marker=dict(color='rgba(58, 71, 80, 0.6)'),
text=df['TotalAlbumsBought'].apply(lambda x: f'{x} albums'),
textposition='auto'))
fig.update_layout(title='Top 5 Customers by Total Albums Bought',
xaxis_title='Customer Name', yaxis_title='Total Albums Bought')
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 23:
Find the top 5 customers who spent the most money overall,
Hint: order total can be found on invoices table, calculation using invoice_items detail table is unnecessary
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON "invoice_items" (InvoiceId)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON "employees" (ReportsTo)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': ' \n Find the top 5 customers who bought the most albums in total quantity (across all invoices):\n Hint: album quantity is found in invoice_items, \n '}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 5'}, {'role': 'user', 'content': 'Find the customer who bought the most albums in total quantity (across all invoices):'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 1'}, {'role': 'user', 'content': ' Get the average invoice total for each customer:'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Find the customer with the most invoices '}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY InvoiceCount DESC\nLIMIT 1'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': 'Find the top 5 most expensive tracks (based on unit price):'}, {'role': 'assistant', 'content': 'SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5'}, {'role': 'user', 'content': ' \n Can you find the top 10 most popular artists based on the number of tracks?\n Hint: There are 3 tables - artists, albums and tracks, \n where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,\n '}, {'role': 'assistant', 'content': 'SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nGROUP BY a.ArtistId, a.Name\nORDER BY NumberOfTracks DESC\nLIMIT 10'}, {'role': 'user', 'content': 'Find all invoices since 2010 and the total amount invoiced:'}, {'role': 'assistant', 'content': "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {'role': 'user', 'content': ' \n Find the top 5 customers who spent the most money overall, \n Hint: order total can be found on invoices table, calculation using invoice_items detail table is unnecessary \n '}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON \"invoice_items\" (InvoiceId)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON \"invoice_items\" (TrackId)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_EmployeeReportsTo ON \"employees\" (ReportsTo)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": " \n Find the top 5 customers who bought the most albums in total quantity (across all invoices):\n Hint: album quantity is found in invoice_items, \n "}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 5"}, {"role": "user", "content": "Find the customer who bought the most albums in total quantity (across all invoices):"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 1"}, {"role": "user", "content": " Get the average invoice total for each customer:"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Find the customer with the most invoices "}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY InvoiceCount DESC\nLIMIT 1"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "Find the top 5 most expensive tracks (based on unit price):"}, {"role": "assistant", "content": "SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5"}, {"role": "user", "content": " \n Can you find the top 10 most popular artists based on the number of tracks?\n Hint: There are 3 tables - artists, albums and tracks, \n where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,\n "}, {"role": "assistant", "content": "SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nGROUP BY a.ArtistId, a.Name\nORDER BY NumberOfTracks DESC\nLIMIT 10"}, {"role": "user", "content": "Find all invoices since 2010 and the total amount invoiced:"}, {"role": "assistant", "content": "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {"role": "user", "content": " \n Find the top 5 customers who spent the most money overall, \n Hint: order total can be found on invoices table, calculation using invoice_items detail table is unnecessary \n "}]
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
[ERROR-SQL] Failed to generate SQL for prompt:
Find the top 5 customers who spent the most money overall,
Hint: order total can be found on invoices table, calculation using invoice_items detail table is unnecessary
with the following exception:
timed out
*** RETRY 1 ***
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "invoices"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES "customers" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "invoice_items"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES "invoices" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "customers"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON "invoice_items" (InvoiceId)\n\nCREATE TABLE "employees"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES "employees" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON "invoices" (CustomerId)\n\nCREATE TABLE "artists"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON "invoice_items" (TrackId)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "playlists"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': ' \n Find the top 5 customers who bought the most albums in total quantity (across all invoices):\n Hint: album quantity is found in invoice_items, \n '}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 5'}, {'role': 'user', 'content': 'Find the customer who bought the most albums in total quantity (across all invoices):'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 1'}, {'role': 'user', 'content': 'Find the customer with the most invoices '}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY InvoiceCount DESC\nLIMIT 1'}, {'role': 'user', 'content': ' Get the average invoice total for each customer:'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5'}, {'role': 'user', 'content': 'Get the total number of invoices for each customer'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName'}, {'role': 'user', 'content': 'Find the total number of invoices per country'}, {'role': 'assistant', 'content': 'SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country'}, {'role': 'user', 'content': "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {'role': 'assistant', 'content': 'SELECT * FROM invoices'}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': 'Find the top 5 most expensive tracks (based on unit price):'}, {'role': 'assistant', 'content': 'SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5'}, {'role': 'user', 'content': '\n For the question \n Find the top 5 customers who spent the most money overall, \n Hint: order total can be found on invoices table, calculation using invoice_items detail table is unnecessary \n , \n the generated SQL statement None results in the following exception [ERROR-SQL] Failed to generate SQL for prompt: \n Find the top 5 customers who spent the most money overall, \n Hint: order total can be found on invoices table, calculation using invoice_items detail table is unnecessary \n with the following exception: \ntimed out .\n Please fix the error and re-generate the SQL\n '}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"invoices\"\r\n(\r\n InvoiceId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n CustomerId INTEGER NOT NULL,\r\n InvoiceDate DATETIME NOT NULL,\r\n BillingAddress NVARCHAR(70),\r\n BillingCity NVARCHAR(40),\r\n BillingState NVARCHAR(40),\r\n BillingCountry NVARCHAR(40),\r\n BillingPostalCode NVARCHAR(10),\r\n Total NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (CustomerId) REFERENCES \"customers\" (CustomerId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"invoice_items\"\r\n(\r\n InvoiceLineId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n InvoiceId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n Quantity INTEGER NOT NULL,\r\n FOREIGN KEY (InvoiceId) REFERENCES \"invoices\" (InvoiceId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"customers\"\r\n(\r\n CustomerId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n FirstName NVARCHAR(40) NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n Company NVARCHAR(80),\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60) NOT NULL,\r\n SupportRepId INTEGER,\r\n FOREIGN KEY (SupportRepId) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceLineInvoiceId ON \"invoice_items\" (InvoiceId)\n\nCREATE TABLE \"employees\"\r\n(\r\n EmployeeId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n LastName NVARCHAR(20) NOT NULL,\r\n FirstName NVARCHAR(20) NOT NULL,\r\n Title NVARCHAR(30),\r\n ReportsTo INTEGER,\r\n BirthDate DATETIME,\r\n HireDate DATETIME,\r\n Address NVARCHAR(70),\r\n City NVARCHAR(40),\r\n State NVARCHAR(40),\r\n Country NVARCHAR(40),\r\n PostalCode NVARCHAR(10),\r\n Phone NVARCHAR(24),\r\n Fax NVARCHAR(24),\r\n Email NVARCHAR(60),\r\n FOREIGN KEY (ReportsTo) REFERENCES \"employees\" (EmployeeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_InvoiceCustomerId ON \"invoices\" (CustomerId)\n\nCREATE TABLE \"artists\"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_InvoiceLineTrackId ON \"invoice_items\" (TrackId)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"playlists\"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": " \n Find the top 5 customers who bought the most albums in total quantity (across all invoices):\n Hint: album quantity is found in invoice_items, \n "}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 5"}, {"role": "user", "content": "Find the customer who bought the most albums in total quantity (across all invoices):"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 1"}, {"role": "user", "content": "Find the customer with the most invoices "}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY InvoiceCount DESC\nLIMIT 1"}, {"role": "user", "content": " Get the average invoice total for each customer:"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, AVG(i.Total) AS AverageInvoiceTotal\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "\n For the question what are the top 5 countries that customers come from?, \n the generated SQL statement SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5 results in the following exception [ERROR-DB] Failed to execute SQL: SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5\n Execution failed on sql 'SELECT BillingCountry, COUNT(*) as CustomerCount \nFROM customers \nGROUP BY BillingCountry \nORDER BY CustomerCount DESC \nLIMIT 5': no such column: BillingCountry .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT Country, COUNT(*) AS CustomerCount \nFROM customers \nGROUP BY Country \nORDER BY CustomerCount DESC \nLIMIT 5"}, {"role": "user", "content": "Get the total number of invoices for each customer"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName"}, {"role": "user", "content": "Find the total number of invoices per country"}, {"role": "assistant", "content": "SELECT c.Country, COUNT(i.InvoiceId) AS TotalInvoices\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.Country"}, {"role": "user", "content": "\n For the question which table stores customer's orders, \n the generated SQL statement invoices results in the following exception [ERROR-SQL] the generated SQL : invoices\n does not starts with ('select','with') .\n Please fix the error and re-generate the SQL\n "}, {"role": "assistant", "content": "SELECT * FROM invoices"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "Find the top 5 most expensive tracks (based on unit price):"}, {"role": "assistant", "content": "SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5"}, {"role": "user", "content": "\n For the question \n Find the top 5 customers who spent the most money overall, \n Hint: order total can be found on invoices table, calculation using invoice_items detail table is unnecessary \n , \n the generated SQL statement None results in the following exception [ERROR-SQL] Failed to generate SQL for prompt: \n Find the top 5 customers who spent the most money overall, \n Hint: order total can be found on invoices table, calculation using invoice_items detail table is unnecessary \n with the following exception: \ntimed out .\n Please fix the error and re-generate the SQL\n "}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:49:19.226868324Z', 'message': {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, SUM(i.Total) AS TotalSpent\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalSpent DESC\nLIMIT 5'}, 'done_reason': 'stop', 'done': True, 'total_duration': 235328467144, 'load_duration': 74192663, 'prompt_eval_count': 1938, 'prompt_eval_duration': 210795433000, 'eval_count': 59, 'eval_duration': 22380767000}
[( LLM Response )]
SELECT c.CustomerId, c.FirstName, c.LastName, SUM(i.Total) AS TotalSpent
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
GROUP BY c.CustomerId, c.FirstName, c.LastName
ORDER BY TotalSpent DESC
LIMIT 5
[( SQL )]
generated SQL statement
SELECT c.CustomerId, c.FirstName, c.LastName, SUM(i.Total) AS TotalSpent
FROM customers c
JOIN invoices i ON c.CustomerId = i.CustomerId
GROUP BY c.CustomerId, c.FirstName, c.LastName
ORDER BY TotalSpent DESC
LIMIT 5
[( DATA )] queried data frame
| CustomerId | FirstName | LastName | TotalSpent | |
|---|---|---|---|---|
| 0 | 6 | Helena | Holý | 49.62 |
| 1 | 26 | Richard | Cunningham | 47.62 |
| 2 | 57 | Luis | Rojas | 46.62 |
| 3 | 45 | Ladislav | Kovács | 45.62 |
| 4 | 46 | Hugh | O'Reilly | 45.62 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: '\n For the question \n Find the top 5 customers who spent the most money overall, \n Hint: order total can be found on invoices table, calculation using invoice_items detail table is unnecessary \n , \n the generated SQL statement None results in the following exception [ERROR-SQL] Failed to generate SQL for prompt: \n Find the top 5 customers who spent the most money overall, \n Hint: order total can be found on invoices table, calculation using invoice_items detail table is unnecessary \n with the following exception: \ntimed out .\n Please fix the error and re-generate the SQL\n '\n\nThe DataFrame was produced using this query: SELECT c.CustomerId, c.FirstName, c.LastName, SUM(i.Total) AS TotalSpent\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalSpent DESC\nLIMIT 5\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n CustomerId int64\nFirstName object\nLastName object\nTotalSpent float64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:50:39.642525085Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objects as go\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="number", value=df[\'TotalSpent\'].iloc[0]))\nelse:\n fig = go.Figure(go.Bar(x=df[\'FirstName\'] + \' \' + df[\'LastName\'], y=df[\'TotalSpent\'],\n text=df[\'TotalSpent\'].apply(lambda x: f\'{x:.2f}\'),\n textposition=\'auto\',\n marker=dict(color=\'rgb(158,202,225)\'),\n orientation=\'v\'))\n fig.update_layout(title=\'Top 5 Customers by Total Spent\', xaxis_title=\'Customer Name\', yaxis_title=\'Total Amount Spent\')\n\nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 80383603665, 'load_duration': 12476599, 'prompt_eval_count': 335, 'prompt_eval_duration': 30062140000, 'eval_count': 155, 'eval_duration': 50176937000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objects as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="number", value=df['TotalSpent'].iloc[0]))
else:
fig = go.Figure(go.Bar(x=df['FirstName'] + ' ' + df['LastName'], y=df['TotalSpent'],
text=df['TotalSpent'].apply(lambda x: f'{x:.2f}'),
textposition='auto',
marker=dict(color='rgb(158,202,225)'),
orientation='v'))
fig.update_layout(title='Top 5 Customers by Total Spent', xaxis_title='Customer Name', yaxis_title='Total Amount Spent')
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 24: Get all playlists containing at least 10 tracks and the total duration of those tracks:
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE INDEX IFK_PlaylistTrackTrackId ON "playlist_track" (TrackId)\n\nCREATE TABLE "playlists"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackGenreId ON "tracks" (GenreId)\n\nCREATE INDEX IFK_TrackAlbumId ON "tracks" (AlbumId)\n\nCREATE INDEX IFK_TrackMediaTypeId ON "tracks" (MediaTypeId)\n\nCREATE INDEX IFK_AlbumArtistId ON "albums" (ArtistId)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE "genres"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': 'List all genres and the number of tracks in each genre:'}, {'role': 'assistant', 'content': 'SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks\nFROM genres g\nJOIN tracks t ON g.GenreId = t.GenreId\nGROUP BY g.Name'}, {'role': 'user', 'content': ' \n Can you find the top 10 most popular artists based on the number of tracks?\n Hint: There are 3 tables - artists, albums and tracks, \n where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,\n '}, {'role': 'assistant', 'content': 'SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nGROUP BY a.ArtistId, a.Name\nORDER BY NumberOfTracks DESC\nLIMIT 10'}, {'role': 'user', 'content': 'Find all tracks with a name containing "What" (case-insensitive) '}, {'role': 'assistant', 'content': "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {'role': 'user', 'content': 'Find the customer who bought the most albums in total quantity (across all invoices):'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 1'}, {'role': 'user', 'content': 'Find the top 5 most expensive tracks (based on unit price):'}, {'role': 'assistant', 'content': 'SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5'}, {'role': 'user', 'content': ' \n Find the top 5 customers who bought the most albums in total quantity (across all invoices):\n Hint: album quantity is found in invoice_items, \n '}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 5'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': 'Find all invoices since 2010 and the total amount invoiced:'}, {'role': 'assistant', 'content': "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {'role': 'user', 'content': 'List all invoices with a total exceeding $10'}, {'role': 'assistant', 'content': 'SELECT InvoiceId, Total FROM invoices WHERE Total > 10'}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'Get all playlists containing at least 10 tracks and the total duration of those tracks:'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE INDEX IFK_PlaylistTrackTrackId ON \"playlist_track\" (TrackId)\n\nCREATE TABLE \"playlists\"\r\n(\r\n PlaylistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackGenreId ON \"tracks\" (GenreId)\n\nCREATE INDEX IFK_TrackAlbumId ON \"tracks\" (AlbumId)\n\nCREATE INDEX IFK_TrackMediaTypeId ON \"tracks\" (MediaTypeId)\n\nCREATE INDEX IFK_AlbumArtistId ON \"albums\" (ArtistId)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE TABLE \"genres\"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": "List all genres and the number of tracks in each genre:"}, {"role": "assistant", "content": "SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks\nFROM genres g\nJOIN tracks t ON g.GenreId = t.GenreId\nGROUP BY g.Name"}, {"role": "user", "content": " \n Can you find the top 10 most popular artists based on the number of tracks?\n Hint: There are 3 tables - artists, albums and tracks, \n where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,\n "}, {"role": "assistant", "content": "SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nGROUP BY a.ArtistId, a.Name\nORDER BY NumberOfTracks DESC\nLIMIT 10"}, {"role": "user", "content": "Find all tracks with a name containing \"What\" (case-insensitive) "}, {"role": "assistant", "content": "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {"role": "user", "content": "Find the customer who bought the most albums in total quantity (across all invoices):"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 1"}, {"role": "user", "content": "Find the top 5 most expensive tracks (based on unit price):"}, {"role": "assistant", "content": "SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5"}, {"role": "user", "content": " \n Find the top 5 customers who bought the most albums in total quantity (across all invoices):\n Hint: album quantity is found in invoice_items, \n "}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 5"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "Find all invoices since 2010 and the total amount invoiced:"}, {"role": "assistant", "content": "SELECT InvoiceId, Total \nFROM invoices \nWHERE InvoiceDate >= '2010-01-01'"}, {"role": "user", "content": "List all invoices with a total exceeding $10"}, {"role": "assistant", "content": "SELECT InvoiceId, Total FROM invoices WHERE Total > 10"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "Get all playlists containing at least 10 tracks and the total duration of those tracks:"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:53:54.687179419Z', 'message': {'role': 'assistant', 'content': 'SELECT p.PlaylistId, p.Name, COUNT(pt.TrackId) AS TotalTracks, SUM(t.Milliseconds) / 1000 AS TotalDurationInSeconds\nFROM playlists p\nJOIN playlist_track pt ON p.PlaylistId = pt.PlaylistId\nJOIN tracks t ON pt.TrackId = t.TrackId\nGROUP BY p.PlaylistId, p.Name\nHAVING COUNT(pt.TrackId) >= 10'}, 'done_reason': 'stop', 'done': True, 'total_duration': 194961682995, 'load_duration': 12663097, 'prompt_eval_count': 1431, 'prompt_eval_duration': 161723831000, 'eval_count': 87, 'eval_duration': 31521322000}
[( LLM Response )]
SELECT p.PlaylistId, p.Name, COUNT(pt.TrackId) AS TotalTracks, SUM(t.Milliseconds) / 1000 AS TotalDurationInSeconds
FROM playlists p
JOIN playlist_track pt ON p.PlaylistId = pt.PlaylistId
JOIN tracks t ON pt.TrackId = t.TrackId
GROUP BY p.PlaylistId, p.Name
HAVING COUNT(pt.TrackId) >= 10
[( SQL )]
generated SQL statement
SELECT p.PlaylistId, p.Name, COUNT(pt.TrackId) AS TotalTracks, SUM(t.Milliseconds) / 1000 AS TotalDurationInSeconds
FROM playlists p
JOIN playlist_track pt ON p.PlaylistId = pt.PlaylistId
JOIN tracks t ON pt.TrackId = t.TrackId
GROUP BY p.PlaylistId, p.Name
HAVING COUNT(pt.TrackId) >= 10
[( DATA )] queried data frame
| PlaylistId | Name | TotalTracks | TotalDurationInSeconds | |
|---|---|---|---|---|
| 0 | 1 | Music | 3290 | 877683 |
| 1 | 3 | TV Shows | 213 | 501094 |
| 2 | 5 | 90’s Music | 1477 | 398705 |
| 3 | 8 | Music | 3290 | 877683 |
| 4 | 10 | TV Shows | 213 | 501094 |
| 5 | 11 | Brazilian Music | 39 | 9486 |
| 6 | 12 | Classical | 75 | 21770 |
| 7 | 13 | Classical 101 - Deep Cuts | 25 | 6755 |
| 8 | 14 | Classical 101 - Next Steps | 25 | 7575 |
| 9 | 15 | Classical 101 - The Basics | 25 | 7439 |
| 10 | 16 | Grunge | 15 | 4122 |
| 11 | 17 | Heavy Metal Classic | 26 | 8206 |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'Get all playlists containing at least 10 tracks and the total duration of those tracks:'\n\nThe DataFrame was produced using this query: SELECT p.PlaylistId, p.Name, COUNT(pt.TrackId) AS TotalTracks, SUM(t.Milliseconds) / 1000 AS TotalDurationInSeconds\nFROM playlists p\nJOIN playlist_track pt ON p.PlaylistId = pt.PlaylistId\nJOIN tracks t ON pt.TrackId = t.TrackId\nGROUP BY p.PlaylistId, p.Name\nHAVING COUNT(pt.TrackId) >= 10\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n PlaylistId int64\nName object\nTotalTracks int64\nTotalDurationInSeconds int64\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:54:53.317398003Z', 'message': {'role': 'assistant', 'content': 'import plotly.graph_objects as go\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode="number", value=df[\'TotalTracks\'].iloc[0], number={\'suffix\': " Tracks"}))\nelse:\n fig = go.Figure(go.Bar(x=df[\'Name\'], y=df[\'TotalDurationInSeconds\'], text=df[\'TotalTracks\'], textposition=\'auto\', texttemplate=\'%{text} tracks\'))\nfig.update_layout(title=\'Playlists with at least 10 tracks and their total duration in seconds\')\nfig.show()'}, 'done_reason': 'stop', 'done': True, 'total_duration': 58582748989, 'load_duration': 14830837, 'prompt_eval_count': 256, 'prompt_eval_duration': 22127021000, 'eval_count': 113, 'eval_duration': 36305814000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objects as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode="number", value=df['TotalTracks'].iloc[0], number={'suffix': " Tracks"}))
else:
fig = go.Figure(go.Bar(x=df['Name'], y=df['TotalDurationInSeconds'], text=df['TotalTracks'], textposition='auto', texttemplate='%{text} tracks'))
fig.update_layout(title='Playlists with at least 10 tracks and their total duration in seconds')
Number of requested results 10 is greater than number of elements in index 2, updating n_results = 2
================================================================================
# QUESTION - 25: Identify artists who have albums with tracks appearing in multiple genres:
================================================================================
[( SQL Prompt )]
[{'role': 'system', 'content': 'You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE "tracks"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES "albums" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES "genres" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES "media_types" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_AlbumArtistId ON "albums" (ArtistId)\n\nCREATE INDEX IFK_TrackGenreId ON "tracks" (GenreId)\n\nCREATE INDEX IFK_TrackAlbumId ON "tracks" (AlbumId)\n\nCREATE TABLE "albums"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES "artists" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackMediaTypeId ON "tracks" (MediaTypeId)\n\nCREATE TABLE "genres"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON "playlist_track" (TrackId)\n\nCREATE TABLE "artists"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE "playlist_track"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES "playlists" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES "tracks" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the \'customers\' table, address column names do not have \'Billing\' prefix, \n e.g. country column name is \'country\', not \'BillingCountry\'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can\'t be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n'}, {'role': 'user', 'content': ' \n Can you find the top 10 most popular artists based on the number of tracks?\n Hint: There are 3 tables - artists, albums and tracks, \n where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,\n '}, {'role': 'assistant', 'content': 'SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nGROUP BY a.ArtistId, a.Name\nORDER BY NumberOfTracks DESC\nLIMIT 10'}, {'role': 'user', 'content': 'List all genres and the number of tracks in each genre:'}, {'role': 'assistant', 'content': 'SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks\nFROM genres g\nJOIN tracks t ON g.GenreId = t.GenreId\nGROUP BY g.Name'}, {'role': 'user', 'content': 'List all albums and their corresponding artist names '}, {'role': 'assistant', 'content': 'SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId'}, {'role': 'user', 'content': 'Find the customer who bought the most albums in total quantity (across all invoices):'}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 1'}, {'role': 'user', 'content': ' \n Find the top 5 customers who bought the most albums in total quantity (across all invoices):\n Hint: album quantity is found in invoice_items, \n '}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 5'}, {'role': 'user', 'content': 'Get all playlists containing at least 10 tracks and the total duration of those tracks:'}, {'role': 'assistant', 'content': 'SELECT p.PlaylistId, p.Name, COUNT(pt.TrackId) AS TotalTracks, SUM(t.Milliseconds) / 1000 AS TotalDurationInSeconds\nFROM playlists p\nJOIN playlist_track pt ON p.PlaylistId = pt.PlaylistId\nJOIN tracks t ON pt.TrackId = t.TrackId\nGROUP BY p.PlaylistId, p.Name\nHAVING COUNT(pt.TrackId) >= 10'}, {'role': 'user', 'content': 'Find the top 5 most expensive tracks (based on unit price):'}, {'role': 'assistant', 'content': 'SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5'}, {'role': 'user', 'content': 'Find all tracks with a name containing "What" (case-insensitive) '}, {'role': 'assistant', 'content': "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {'role': 'user', 'content': 'Can you list all tables in the SQLite database catalog?'}, {'role': 'assistant', 'content': "SELECT name FROM sqlite_master WHERE type = 'table'"}, {'role': 'user', 'content': 'Find the customer with the most invoices '}, {'role': 'assistant', 'content': 'SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY InvoiceCount DESC\nLIMIT 1'}, {'role': 'user', 'content': 'Identify artists who have albums with tracks appearing in multiple genres:'}]
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "You are a SQLite expert. Please help to generate a SQL query to answer the question. Your response should ONLY be based on the given context and follow the response guidelines and format instructions. \n===Tables \nCREATE TABLE \"tracks\"\r\n(\r\n TrackId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(200) NOT NULL,\r\n AlbumId INTEGER,\r\n MediaTypeId INTEGER NOT NULL,\r\n GenreId INTEGER,\r\n Composer NVARCHAR(220),\r\n Milliseconds INTEGER NOT NULL,\r\n Bytes INTEGER,\r\n UnitPrice NUMERIC(10,2) NOT NULL,\r\n FOREIGN KEY (AlbumId) REFERENCES \"albums\" (AlbumId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (GenreId) REFERENCES \"genres\" (GenreId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (MediaTypeId) REFERENCES \"media_types\" (MediaTypeId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_AlbumArtistId ON \"albums\" (ArtistId)\n\nCREATE INDEX IFK_TrackGenreId ON \"tracks\" (GenreId)\n\nCREATE INDEX IFK_TrackAlbumId ON \"tracks\" (AlbumId)\n\nCREATE TABLE \"albums\"\r\n(\r\n AlbumId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Title NVARCHAR(160) NOT NULL,\r\n ArtistId INTEGER NOT NULL,\r\n FOREIGN KEY (ArtistId) REFERENCES \"artists\" (ArtistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\nCREATE INDEX IFK_TrackMediaTypeId ON \"tracks\" (MediaTypeId)\n\nCREATE TABLE \"genres\"\r\n(\r\n GenreId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE INDEX IFK_PlaylistTrackTrackId ON \"playlist_track\" (TrackId)\n\nCREATE TABLE \"artists\"\r\n(\r\n ArtistId INTEGER PRIMARY KEY AUTOINCREMENT NOT NULL,\r\n Name NVARCHAR(120)\r\n)\n\nCREATE TABLE \"playlist_track\"\r\n(\r\n PlaylistId INTEGER NOT NULL,\r\n TrackId INTEGER NOT NULL,\r\n CONSTRAINT PK_PlaylistTrack PRIMARY KEY (PlaylistId, TrackId),\r\n FOREIGN KEY (PlaylistId) REFERENCES \"playlists\" (PlaylistId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION,\r\n FOREIGN KEY (TrackId) REFERENCES \"tracks\" (TrackId) \r\n\t\tON DELETE NO ACTION ON UPDATE NO ACTION\r\n)\n\n\n===Additional Context \n\nIn the chinook database invoice means order\n\n\n In the 'customers' table, address column names do not have 'Billing' prefix, \n e.g. country column name is 'country', not 'BillingCountry'\n \n\n===Response Guidelines \n1. If the provided context is sufficient, please generate a valid SQL query without any explanations for the question. \n2. If the provided context is almost sufficient but requires knowledge of a specific string in a particular column, please generate an intermediate SQL query to find the distinct strings in that column. Prepend the query with a comment saying intermediate_sql \n3. If the provided context is insufficient, please explain why it can't be generated. \n4. Please use the most relevant table(s). \n5. If the question has been asked and answered before, please repeat the answer exactly as it was given before. \n"}, {"role": "user", "content": " \n Can you find the top 10 most popular artists based on the number of tracks?\n Hint: There are 3 tables - artists, albums and tracks, \n where albums and artists are linked by ArtistId, albums and tracks are linked by AlbumId,\n "}, {"role": "assistant", "content": "SELECT a.Name AS ArtistName, COUNT(t.TrackId) AS NumberOfTracks\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nGROUP BY a.ArtistId, a.Name\nORDER BY NumberOfTracks DESC\nLIMIT 10"}, {"role": "user", "content": "List all genres and the number of tracks in each genre:"}, {"role": "assistant", "content": "SELECT g.Name AS GenreName, COUNT(t.TrackId) AS NumberOfTracks\nFROM genres g\nJOIN tracks t ON g.GenreId = t.GenreId\nGROUP BY g.Name"}, {"role": "user", "content": "List all albums and their corresponding artist names "}, {"role": "assistant", "content": "SELECT a.Title AS AlbumTitle, ar.Name AS ArtistName \nFROM albums a \nJOIN artists ar ON a.ArtistId = ar.ArtistId"}, {"role": "user", "content": "Find the customer who bought the most albums in total quantity (across all invoices):"}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 1"}, {"role": "user", "content": " \n Find the top 5 customers who bought the most albums in total quantity (across all invoices):\n Hint: album quantity is found in invoice_items, \n "}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, SUM(ii.Quantity) AS TotalAlbumsBought\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nJOIN invoice_items ii ON i.InvoiceId = ii.InvoiceId\nJOIN tracks t ON ii.TrackId = t.TrackId\nJOIN albums al ON t.AlbumId = al.AlbumId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY TotalAlbumsBought DESC\nLIMIT 5"}, {"role": "user", "content": "Get all playlists containing at least 10 tracks and the total duration of those tracks:"}, {"role": "assistant", "content": "SELECT p.PlaylistId, p.Name, COUNT(pt.TrackId) AS TotalTracks, SUM(t.Milliseconds) / 1000 AS TotalDurationInSeconds\nFROM playlists p\nJOIN playlist_track pt ON p.PlaylistId = pt.PlaylistId\nJOIN tracks t ON pt.TrackId = t.TrackId\nGROUP BY p.PlaylistId, p.Name\nHAVING COUNT(pt.TrackId) >= 10"}, {"role": "user", "content": "Find the top 5 most expensive tracks (based on unit price):"}, {"role": "assistant", "content": "SELECT TrackId, Name, UnitPrice \nFROM tracks \nORDER BY UnitPrice DESC \nLIMIT 5"}, {"role": "user", "content": "Find all tracks with a name containing \"What\" (case-insensitive) "}, {"role": "assistant", "content": "SELECT TrackId, Name FROM tracks WHERE LOWER(Name) LIKE '%what%'"}, {"role": "user", "content": "Can you list all tables in the SQLite database catalog?"}, {"role": "assistant", "content": "SELECT name FROM sqlite_master WHERE type = 'table'"}, {"role": "user", "content": "Find the customer with the most invoices "}, {"role": "assistant", "content": "SELECT c.CustomerId, c.FirstName, c.LastName, COUNT(i.InvoiceId) AS InvoiceCount\nFROM customers c\nJOIN invoices i ON c.CustomerId = i.CustomerId\nGROUP BY c.CustomerId, c.FirstName, c.LastName\nORDER BY InvoiceCount DESC\nLIMIT 1"}, {"role": "user", "content": "Identify artists who have albums with tracks appearing in multiple genres:"}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:58:21.378363422Z', 'message': {'role': 'assistant', 'content': 'SELECT DISTINCT a.ArtistId, a.Name\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nJOIN genres g ON t.GenreId = g.GenreId\nGROUP BY a.ArtistId, al.AlbumId\nHAVING COUNT(DISTINCT g.Name) > 1'}, 'done_reason': 'stop', 'done': True, 'total_duration': 207954714500, 'load_duration': 12692263, 'prompt_eval_count': 1531, 'prompt_eval_duration': 176461571000, 'eval_count': 81, 'eval_duration': 29785179000}
[( LLM Response )]
SELECT DISTINCT a.ArtistId, a.Name
FROM artists a
JOIN albums al ON a.ArtistId = al.ArtistId
JOIN tracks t ON al.AlbumId = t.AlbumId
JOIN genres g ON t.GenreId = g.GenreId
GROUP BY a.ArtistId, al.AlbumId
HAVING COUNT(DISTINCT g.Name) > 1
[( SQL )]
generated SQL statement
SELECT DISTINCT a.ArtistId, a.Name
FROM artists a
JOIN albums al ON a.ArtistId = al.ArtistId
JOIN tracks t ON al.AlbumId = t.AlbumId
JOIN genres g ON t.GenreId = g.GenreId
GROUP BY a.ArtistId, al.AlbumId
HAVING COUNT(DISTINCT g.Name) > 1
[( DATA )] queried data frame
| ArtistId | Name | |
|---|---|---|
| 0 | 81 | Eric Clapton |
| 1 | 90 | Iron Maiden |
| 2 | 100 | Lenny Kravitz |
| 3 | 147 | Battlestar Galactica |
| 4 | 148 | Heroes |
| 5 | 149 | Lost |
| 6 | 156 | The Office |
[Ollama parameters]
model=qwen2.5:14b,
options={},
keep_alive=None
[( Prompt Content )]
[{"role": "system", "content": "The following is a pandas DataFrame that contains the results of the query that answers the question the user asked: 'Identify artists who have albums with tracks appearing in multiple genres:'\n\nThe DataFrame was produced using this query: SELECT DISTINCT a.ArtistId, a.Name\nFROM artists a\nJOIN albums al ON a.ArtistId = al.ArtistId\nJOIN tracks t ON al.AlbumId = t.AlbumId\nJOIN genres g ON t.GenreId = g.GenreId\nGROUP BY a.ArtistId, al.AlbumId\nHAVING COUNT(DISTINCT g.Name) > 1\n\nThe following is information about the resulting pandas DataFrame 'df': \nRunning df.dtypes gives:\n ArtistId int64\nName object\ndtype: object"}, {"role": "user", "content": "Can you generate the Python plotly code to chart the results of the dataframe? Assume the data is in a pandas dataframe called 'df'. If there is only one value in the dataframe, use an Indicator. Respond with only Python code. Do not answer with any explanations -- just the code."}]
[( Ollama Response )]
{'model': 'qwen2.5:14b', 'created_at': '2024-10-13T00:59:13.643715822Z', 'message': {'role': 'assistant', 'content': "import plotly.graph_objs as go\n\nif len(df) == 1:\n fig = go.Figure(go.Indicator(mode='number', value=df['ArtistId'].iloc[0]))\nelse:\n fig = go.Figure(data=[go.Bar(x=df['Name'], y=df['ArtistId'], marker_color='indianred')])\n \nfig.update_layout(title='Artists with Albums in Multiple Genres', xaxis_title='Artist Name', yaxis_title='Artist ID')\nfig.show()"}, 'done_reason': 'stop', 'done': True, 'total_duration': 52233479226, 'load_duration': 10857232, 'prompt_eval_count': 230, 'prompt_eval_duration': 19843117000, 'eval_count': 102, 'eval_duration': 32252272000}
[( PYTHON )]
generated Plotly code
import plotly.graph_objs as go
if len(df) == 1:
fig = go.Figure(go.Indicator(mode='number', value=df['ArtistId'].iloc[0]))
else:
fig = go.Figure(data=[go.Bar(x=df['Name'], y=df['ArtistId'], marker_color='indianred')])
fig.update_layout(title='Artists with Albums in Multiple Genres', xaxis_title='Artist Name', yaxis_title='Artist ID')
Check completion time¶
In [16]:
ts_stop = time()
elapsed_time = ts_stop - ts_start
str_elapsed_sec = f"{elapsed_time:.0f}"
ts = datetime.now().strftime("%Y%m%d-%H%M%S")
print(f"Completed testing:\n================\n LLM model '{model_name}' \n took {str_elapsed_sec} sec\n run on '{hostname}' \n at {ts}")
Completed testing: ================ LLM model 'qwen2.5:14b' took 5723 sec run on 'ducklover1' at 20241012-205913
In [17]:
file_csv = f"training_data-{model_name}-{str_elapsed_sec}s-{hostname}-{ts}.csv"
file_csv
Out[17]:
'training_data-qwen2.5:14b-5723s-ducklover1-20241012-205913.csv'
Save training data¶
In [18]:
# show training data
df_training_data = vn.get_training_data()
df_training_data
Out[18]:
| id | question | content | training_data_type | |
|---|---|---|---|---|
| 0 | 0635a8fa-d5d1-568f-a68d-76578fe09510-sql | List all customers from Canada and their email... | SELECT CustomerId, FirstName, LastName, Email ... | sql |
| 1 | 12139b77-b8dd-5525-9c79-d68986c652af-sql | \n For the question \n Find t... | SELECT c.CustomerId, c.FirstName, c.LastName, ... | sql |
| 2 | 2d5184ce-e34e-5610-ab68-e6209ea6c763-sql | List all employees and their reporting manager... | SELECT e1.EmployeeId, e1.FirstName || ' ' || e... | sql |
| 3 | 53218464-9901-50ba-b4df-d1c11a6de761-sql | Get all playlists containing at least 10 track... | SELECT p.PlaylistId, p.Name, COUNT(pt.TrackId)... | sql |
| 4 | 55b1a26d-72ce-5fe7-8f7d-4708f7c7dddc-sql | Find the top 5 most expensive tracks (based on... | SELECT TrackId, Name, UnitPrice \nFROM tracks ... | sql |
| 5 | 70a70d33-31e3-56b2-9303-6e6506a456d8-sql | Find all invoices since 2010 and the total amo... | SELECT InvoiceId, Total \nFROM invoices \nWHER... | sql |
| 6 | 73178a89-0392-52fe-ae53-a3ae4a0e76dd-sql | \n For the question what are the top 5 ... | SELECT Country, COUNT(*) AS CustomerCount \nFR... | sql |
| 7 | 77f42233-4efd-5644-bcb5-5cfb8d404ff6-sql | List all genres and the number of tracks in ea... | SELECT g.Name AS GenreName, COUNT(t.TrackId) A... | sql |
| 8 | 78bf2283-e012-50e9-a724-32b0fb2b790d-sql | Find all tracks with a name containing "What" ... | SELECT TrackId, Name FROM tracks WHERE LOWER(N... | sql |
| 9 | 7bcc7062-b9ff-57eb-b9ce-0495e481eb65-sql | Get the average invoice total for each customer: | SELECT c.CustomerId, c.FirstName, c.LastName, ... | sql |
| 10 | 9d6f7703-8508-56f1-8297-0143426d8cfb-sql | List all albums and their corresponding artist... | SELECT a.Title AS AlbumTitle, ar.Name AS Artis... | sql |
| 11 | a0006c30-889f-5782-8f59-726368872290-sql | How many customers are there | SELECT COUNT(*) FROM customers | sql |
| 12 | b7673a50-7312-5530-9290-b6199019c110-sql | \n Find the top 5 customers who b... | SELECT c.CustomerId, c.FirstName, c.LastName, ... | sql |
| 13 | c113adaa-9f4b-5db7-8325-8d36336235ed-sql | List all invoices with a total exceeding $10 | SELECT InvoiceId, Total FROM invoices WHERE To... | sql |
| 14 | c177681b-286a-5322-b85b-755cbc7ee311-sql | Get the total number of invoices for each cust... | SELECT c.CustomerId, c.FirstName, c.LastName, ... | sql |
| 15 | c849263c-3472-5297-87f6-2068bf9e9b3d-sql | Can you list all tables in the SQLite database... | SELECT name FROM sqlite_master WHERE type = 't... | sql |
| 16 | caecb17c-1d86-5b59-a340-4d5da01d1173-sql | Find the total number of invoices per country | SELECT c.Country, COUNT(i.InvoiceId) AS TotalI... | sql |
| 17 | cd236df8-7822-5043-8b1f-e0d4637f2626-sql | Find the customer who bought the most albums i... | SELECT c.CustomerId, c.FirstName, c.LastName, ... | sql |
| 18 | d3b34768-d9e5-5ded-ac54-b5e0ba51d287-sql | Find the customer with the most invoices | SELECT c.CustomerId, c.FirstName, c.LastName, ... | sql |
| 19 | d633c37d-d58a-5cdc-8d5a-8c2b2b817b36-sql | \n Can you find the top 10 most popula... | SELECT a.Name AS ArtistName, COUNT(t.TrackId) ... | sql |
| 20 | ef820d84-8025-5484-ab1a-79889d948502-sql | \n For the question which table stores ... | SELECT * FROM invoices | sql |
| 21 | f9802296-569a-5f58-83a8-b44772a2f53e-sql | Identify artists who have albums with tracks a... | SELECT DISTINCT a.ArtistId, a.Name\nFROM artis... | sql |
| 0 | 039f9d54-59f7-5f29-8c04-14dbc3e95671-ddl | None | CREATE TABLE "artists"\r\n(\r\n ArtistId IN... | ddl |
| 1 | 0db84e3d-ef41-563c-803e-21c1b985dc19-ddl | None | CREATE TABLE "invoices"\r\n(\r\n InvoiceId ... | ddl |
| 2 | 10cba811-ddba-5042-9e90-d764dfcd1629-ddl | None | CREATE INDEX IFK_InvoiceCustomerId ON "invoice... | ddl |
| 3 | 2c711317-b93d-5f60-a728-cb1c6fcbc040-ddl | None | CREATE INDEX IFK_CustomerSupportRepId ON "cust... | ddl |
| 4 | 37319c81-65f7-50ee-956b-795de244bee5-ddl | None | CREATE TABLE sqlite_stat1(tbl,idx,stat) | ddl |
| 5 | 40bd77cd-e1de-5872-8693-624117ff413c-ddl | None | CREATE INDEX IFK_InvoiceLineInvoiceId ON "invo... | ddl |
| 6 | 41130543-7164-562a-90a7-0fd0a409c154-ddl | None | CREATE TABLE "albums"\r\n(\r\n AlbumId INTE... | ddl |
| 7 | 458debc8-8082-5450-a17a-66028bd55ace-ddl | None | CREATE TABLE "playlists"\r\n(\r\n PlaylistI... | ddl |
| 8 | 4815f3fd-925b-53ce-9dfa-0e4285d5abd3-ddl | None | CREATE TABLE "invoice_items"\r\n(\r\n Invoi... | ddl |
| 9 | 48d484e9-984c-58ff-b391-75521c69d486-ddl | None | CREATE INDEX IFK_PlaylistTrackTrackId ON "play... | ddl |
| 10 | 551e1120-a6ee-554f-8b8a-ccf4f22d3636-ddl | None | CREATE INDEX IFK_AlbumArtistId ON "albums" (Ar... | ddl |
| 11 | 5ff4911e-45c1-5a59-9566-243a9b6a3320-ddl | None | CREATE TABLE "employees"\r\n(\r\n EmployeeI... | ddl |
| 12 | 65df0648-bf05-5f75-9365-c21f54b2302d-ddl | None | CREATE TABLE "media_types"\r\n(\r\n MediaTy... | ddl |
| 13 | 6b585176-e66d-5b23-8d86-ca8a80e3af3d-ddl | None | CREATE INDEX IFK_EmployeeReportsTo ON "employe... | ddl |
| 14 | 868758b8-e018-55e7-8cc3-75c0e6d211c8-ddl | None | CREATE INDEX IFK_TrackAlbumId ON "tracks" (Alb... | ddl |
| 15 | 9ea4613d-c1be-5a77-ada9-c54ee3f0cab7-ddl | None | CREATE INDEX IFK_TrackMediaTypeId ON "tracks" ... | ddl |
| 16 | a9c9a852-608d-5ef2-aede-26ba098d83d1-ddl | None | CREATE INDEX IFK_TrackGenreId ON "tracks" (Gen... | ddl |
| 17 | b42cc9e1-9219-5a42-9a06-de906f76239e-ddl | None | CREATE TABLE "tracks"\r\n(\r\n TrackId INTE... | ddl |
| 18 | c387b9d2-5ff4-5a07-8364-f5dab45bb2a9-ddl | None | CREATE TABLE "genres"\r\n(\r\n GenreId INTE... | ddl |
| 19 | d654f328-dc36-549e-84c3-06ee0db7e0f7-ddl | None | CREATE TABLE "playlist_track"\r\n(\r\n Play... | ddl |
| 20 | d93f0d68-023d-5afb-8121-ba346699d318-ddl | None | CREATE TABLE "customers"\r\n(\r\n CustomerI... | ddl |
| 21 | e5879308-329e-543f-a693-0c14e2f9972e-ddl | None | CREATE INDEX IFK_InvoiceLineTrackId ON "invoic... | ddl |
| 22 | ea84418b-1a28-59b4-a1f4-2fb674208adc-ddl | None | CREATE TABLE sqlite_sequence(name,seq) | ddl |
| 0 | 2b4dda0a-a6ac-5e34-8f76-e41c0734d55e-doc | None | In the chinook database invoice means order | documentation |
| 1 | ece10d36-9223-5045-9ac8-4b5bc090acb5-doc | None | \n In the 'customers' table, address column... | documentation |
In [19]:
df_training_data.to_csv(file_csv, index=False)
In [ ]: